2023 TOP Graph Conference Review

2023 年度的顶会已经出炉，在此把关于图的论文筛选出来，以供后续学习，整理内容已同步在 Github。

人工智能

AAAI

• Self-Supervised Graph Learning for Long-Tailed Cognitive Diagnosis pdf code
  
• Exposing the Self-Supervised Space-Time Correspondence Learning via Graph Kernels pdf code
  
• Learning to Generate an Unbiased Scene Graph by Using Attribute-Guided Predicate Features pdf code
  
• Unbiased Heterogeneous Scene Graph Generation with Relation-Aware Message Passing Neural Network pdf code
  
• Gradient-Based Graph Attention for Scene Text Image Super-resolution pdf code
  "* Graphs, Constraints, and Search for the Abstraction and Reasoning Corpus pdf code"
  
• PaTeCon: A Pattern-Based Temporal Constraint Mining Method for Conflict Detection on Knowledge Graphs pdf code
  
• Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding pdf code
  
• Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction pdf code
  
• Lifelong Embedding Learning and Transfer for Growing Knowledge Graphs pdf code
  
• Rule Induction in Knowledge Graphs Using Linear Programming pdf code
  
• MA-GCL: Model Augmentation Tricks for Graph Contrastive Learning pdf code
  
• Generic and Dynamic Graph Representation Learning for Crowd Flow Modeling pdf code
  
• Conditional Diffusion Based on Discrete Graph Structures for Molecular Graph Generation pdf code
  
• Let Graph Be the Go Board: Gradient-Free Node Injection Attack for Graph Neural Networks via Reinforcement Learning pdf code
  
• IterDE: An Iterative Knowledge Distillation Framework for Knowledge Graph Embeddings pdf code
  
• Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating pdf code
  
• NQE: N-ary Query Embedding for Complex Query Answering over Hyper-Relational Knowledge Graphs pdf code
  
• GMDNet: A Graph-Based Mixture Density Network for Estimating Packages' Multimodal Travel Time Distribution pdf code
  
• Logic and Commonsense-Guided Temporal Knowledge Graph Completion pdf code
  
• Graph Structure Learning on User Mobility Data for Social Relationship Inference pdf code
  
• Efficient Embeddings of Logical Variables for Query Answering over Incomplete Knowledge Graphs pdf code
  
• Cross-Domain Graph Anomaly Detection via Anomaly-Aware Contrastive Alignment pdf code
  
• Beyond Graph Convolutional Network: An Interpretable Regularizer-Centered Optimization Framework pdf code
  
• Knowledge Graph Embedding by Normalizing Flows pdf code
  
• Temporal Knowledge Graph Reasoning with Historical Contrastive Learning pdf code
  
• Analogical Inference Enhanced Knowledge Graph Embedding pdf code
  
• Next POI Recommendation with Dynamic Graph and Explicit Dependency pdf code
  
• Deep Graph Structural Infomax pdf code
  
• GRLSTM: Trajectory Similarity Computation with Graph-Based Residual LSTM pdf code
  
• Heterogeneous Graph Learning for Multi-Modal Medical Data Analysis pdf code
  
• Molformer: Motif-Based Transformer on 3D Heterogeneous Molecular Graphs pdf code
  
• Multi-Relational Contrastive Learning Graph Neural Network for Drug-Drug Interaction Event Prediction pdf code
  
• KerPrint: Local-Global Knowledge Graph Enhanced Diagnosis Prediction for Retrospective and Prospective Interpretations pdf code
  
• DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing pdf code
  
• Scalable Theory-Driven Regularization of Scene Graph Generation Models pdf code
  
• FTM: A Frame-Level Timeline Modeling Method for Temporal Graph Representation Learning pdf code
  
• Where Will Players Move Next? Dynamic Graphs and Hierarchical Fusion for Movement Forecasting in Badminton pdf code
  
• Graph Ordering Attention Networks pdf code
  
• Attribute and Structure Preserving Graph Contrastive Learning pdf code
  
• Context-Aware Safe Medication Recommendations with Molecular Graph and DDI Graph Embedding pdf code
  
• Topological Pooling on Graphs pdf code
  
• Scalable Spatiotemporal Graph Neural Networks pdf code
  
• Eliciting Structural and Semantic Global Knowledge in Unsupervised Graph Contrastive Learning pdf code
  
• Interpreting Unfairness in Graph Neural Networks via Training Node Attribution pdf code
  
• Graph Anomaly Detection via Multi-Scale Contrastive Learning Networks with Augmented View pdf code
  
• Directed Acyclic Graph Structure Learning from Dynamic Graphs pdf code
  
• Wasserstein Graph Distance Based on L1-Approximated Tree Edit Distance between Weisfeiler-Lehman Subtrees pdf code
  
• Scalable Attributed-Graph Subspace Clustering pdf code
  
• Robust Causal Graph Representation Learning against Confounding Effects pdf code
  
• Self-Supervised Bidirectional Learning for Graph Matching pdf code
  
• Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure Analysis pdf code
  
• Spatio-Temporal Meta-Graph Learning for Traffic Forecasting pdf code
  
• Energy-Motivated Equivariant Pretraining for 3D Molecular Graphs pdf code
  
• LoNe Sampler: Graph Node Embeddings by Coordinated Local Neighborhood Sampling pdf code
  
• Time-Aware Random Walk Diffusion to Improve Dynamic Graph Learning pdf code
  
• Restructuring Graph for Higher Homophily via Adaptive Spectral Clustering pdf code
  
• Towards Fine-Grained Explainability for Heterogeneous Graph Neural Network pdf code
  
• Dual Label-Guided Graph Refinement for Multi-View Graph Clustering pdf code
  
• Hard Sample Aware Network for Contrastive Deep Graph Clustering pdf code
  
• Recovering the Graph Underlying Networked Dynamical Systems under Partial Observability: A Deep Learning Approach pdf code
  
• Boundary Graph Neural Networks for 3D Simulations pdf code
  
• Neighbor Contrastive Learning on Learnable Graph Augmentation pdf code
  
• Federated Learning on Non-IID Graphs via Structural Knowledge Sharing pdf code
  
• Heterogeneous Graph Masked Autoencoders pdf code
  
• USER: Unsupervised Structural Entropy-Based Robust Graph Neural Network pdf code
  
• FedGS: Federated Graph-Based Sampling with Arbitrary Client Availability pdf code
  
• Non-IID Transfer Learning on Graphs pdf code
  
• Extracting Low-/High- Frequency Knowledge from Graph Neural Networks and Injecting It into MLPs: An Effective GNN-to-MLP Distillation Framework pdf code
  
• GraphPrompt: Graph-Based Prompt Templates for Biomedical Synonym Prediction pdf code
  
• Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis pdf code
  
• T2G-FORMER: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction pdf code
  
• WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series pdf code
  
• Simple and Efficient Heterogeneous Graph Neural Network pdf code
  
• Cluster-Guided Contrastive Graph Clustering Network pdf code
  
• Lifelong Compression Mixture Model via Knowledge Relationship Graph pdf code
  
• Random Walk Conformer: Learning Graph Representation from Long and Short Range pdf code
  
• Joint Multimodal Entity-Relation Extraction Based on Edge-Enhanced Graph Alignment Network and Word-Pair Relation Tagging pdf code
  
• Linking Sketch Patches by Learning Synonymous Proximity for Graphic Sketch Representation pdf code
  
• Substructure Aware Graph Neural Networks pdf code
  
• DRGCN: Dynamic Evolving Initial Residual for Deep Graph Convolutional Networks pdf code
  
• Let the Data Choose: Flexible and Diverse Anchor Graph Fusion for Scalable Multi-View Clustering pdf code
  
• Dynamic Heterogeneous Graph Attention Neural Architecture Search pdf code
  
• Data Imputation with Iterative Graph Reconstruction pdf code
  
• Principled and Efficient Motif Finding for Structure Learning of Lifted Graphical Models pdf code
  
• GRASMOS: Graph Signage Model Selection for Gene Regulatory Networks pdf code
  
• Cogito Ergo Summ: Abstractive Summarization of Biomedical Papers via Semantic Parsing Graphs and Consistency Rewards pdf code
  
• Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing pdf code
  
• Compressed Heterogeneous Graph for Abstractive Multi-Document Summarization pdf code
  
• SPRING: Situated Conversation Agent Pretrained with Multimodal Questions from Incremental Layout Graph pdf code
  
• Graph Component Contrastive Learning for Concept Relatedness Estimation pdf code
  
• Relation-Aware Language-Graph Transformer for Question Answering pdf code
  
• Improving Interpretability via Explicit Word Interaction Graph Layer pdf code
  
• Continual Graph Convolutional Network for Text Classification pdf code
  
• Orders Are Unwanted: Dynamic Deep Graph Convolutional Network for Personality Detection pdf code
  
• Interpretable Chirality-Aware Graph Neural Network for Quantitative Structure Activity Relationship Modeling in Drug Discovery pdf code
  
• For the Underrepresented in Gender Bias Research: Chinese Name Gender Prediction with Heterogeneous Graph Attention Network pdf code
  
• Semi-supervised Credit Card Fraud Detection via Attribute-Driven Graph Representation pdf code
  
• AnimateSVG: Autonomous Creation and Aesthetics Evaluation of Scalable Vector Graphics Animations for the Case of Brand Logos pdf code
  
• CLGT: A Graph Transformer for Student Performance Prediction in Collaborative Learning pdf code
  
• Can Graph Neural Networks Learn to Solve the MaxSAT Problem? (Student Abstract) pdf code
  
• TgrApp: Anomaly Detection and Visualization of Large-Scale Call Graphs pdf code
  
• Graph of Graphs: A New Knowledge Representation Mechanism for Graph Learning (Student Abstract) pdf
  
• HaPPy: Harnessing the Wisdom from Multi-Perspective Graphs for Protein-Ligand Binding Affinity Prediction (Student Abstract) pdf
  
• Measuring the Privacy Leakage via Graph Reconstruction Attacks on Simplicial Neural Networks (Student Abstract) pdf
  
• Improving Dialogue Intent Classification with a Knowledge-Enhanced Multifactor Graph Model (Student Abstract) pdf
  
• Learning Dynamic Temporal Relations with Continuous Graph for Multivariate Time Series Forecasting (Student Abstract) pdf
  
• Two-Streams: Dark and Light Networks with Graph Convolution for Action Recognition from Dark Videos (Student Abstract) pdf
  
• FakeKG: A Knowledge Graph of Fake Claims for Improving Automated Fact-Checking (Student Abstract) pdf
  
• A Probabilistic Graph Diffusion Model for Source Localization (Student Abstract) pdf
  
• Sequential Graph Attention Learning for Predicting Dynamic Stock Trends (Student Abstract) pdf
  
• Multi-Modal Protein Knowledge Graph Construction and Applications (Student Abstract) pdf
  
• Self-Paced Learning Based Graph Convolutional Neural Network for Mixed Integer Programming (Student Abstract) pdf
  
• Model Selection of Graph Signage Models Using Maximum Likelihood (Student Abstract) pdf
  
• End-to-End Pipeline for Trigger Detection on Hit and Track Graphs pdf
  
• Cosmic Microwave Background Recovery: A Graph-Based Bayesian Convolutional Network Approach pdf
  
• Robust Graph Meta-Learning via Manifold Calibration with Proxy Subgraphs pdf
  
• Task and Model Agnostic Adversarial Attack on Graph Neural Networks pdf
  
• A Crowd-AI Collaborative Duo Relational Graph Learning Framework towards Social Impact Aware Photo Classification pdf
  
• Privacy-Preserved Evolutionary Graph Modeling via Gromov-Wasserstein Autoregression pdf
  
• Neighbor Auto-Grouping Graph Neural Networks for Handover Parameter Configuration in Cellular Network pdf
  
• Human Mobility Modeling during the COVID-19 Pandemic via Deep Graph Diffusion Infomax pdf
  
• Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction pdf
  
• Critical Firms Prediction for Stemming Contagion Risk in Networked-Loans through Graph-Based Deep Reinforcement Learning pdf
  
• A Graph Fusion Approach for Cross-Lingual Machine Reading Comprehension pdf
  
• Latent Constraints on Unsupervised Text-Graph Alignment with Information Asymmetry pdf
  
• Exploring Faithful Rationale for Multi-Hop Fact Verification via Salience-Aware Graph Learning pdf
  
• Reviewing Labels: Label Graph Network with Top-k Prediction Set for Relation Extraction pdf
  
• Fair Short Paths in Vertex-Colored Graphs pdf
  
• Score-Based Learning of Graphical Event Models with Background Knowledge Augmentation pdf
  
• Networked Anti-coordination Games Meet Graphical Dynamical Systems: Equilibria and Convergence pdf
  
• AutoGraph: Optimizing DNN Computation Graph for Parallel GPU Kernel Execution pdf
  
• Tensorized Incomplete Multi-View Clustering with Intrinsic Graph Completion pdf
  
• Spectral Feature Augmentation for Graph Contrastive Learning and Beyond pdf
  
• ImGCL: Revisiting Graph Contrastive Learning on Imbalanced Node Classification pdf
  
• Priori Anchor Labels Supervised Scalable Multi-View Bipartite Graph Clustering pdf
  
• GOHSP: A Unified Framework of Graph and Optimization-Based Heterogeneous Structured Pruning for Vision Transformer pdf
  
• Reinforcement Causal Structure Learning on Order Graph pdf
  
• Adversarial Weight Perturbation Improves Generalization in Graph Neural Networks pdf
  
• Metric Multi-View Graph Clustering pdf
  
• Inferring Patient Zero on Temporal Networks via Graph Neural Networks pdf
  
• Multiplex Graph Representation Learning via Common and Private Information Mining pdf
  
• Inferring Patient Zero on Temporal Networks via Graph Neural Networks pdf
  
• Multiplex Graph Representation Learning via Common and Private Information Mining pdf
  
• Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks pdf
  
• Grouping Matrix Based Graph Pooling with Adaptive Number of Clusters pdf
  
• Local-Global Defense against Unsupervised Adversarial Attacks on Graphs pdf
  
• Multi-View MOOC Quality Evaluation via Information-Aware Graph Representation Learning pdf
  
• Self-Supervised Graph Attention Networks for Deep Weighted Multi-View Clustering pdf
  
• Boosting Graph Neural Networks via Adaptive Knowledge Distillation pdf
  
• Graph Knows Unknowns: Reformulate Zero-Shot Learning as Sample-Level Graph Recognition pdf
  
• Interpolating Graph Pair to Regularize Graph Classification pdf
  
• Handling Missing Data via Max-Entropy Regularized Graph Autoencoder pdf
  
• Wiener Graph Deconvolutional Network Improves Graph Self-Supervised Learning pdf
  
• Learnable Spectral Wavelets on Dynamic Graphs to Capture Global Interactions pdf
  
• Generalizing Downsampling from Regular Data to Graphs pdf
  
• Scalable Edge Blocking Algorithms for Defending Active Directory Style Attack Graphs pdf
  
• Tight Inapproximability for Graphical Games pdf
  
• Bidding Graph Games with Partially-Observable Budgets pdf
  
• GRIP: Graph Representation of Immune Repertoire Using Graph Neural Network and Transformer pdf
  
• GraphSR: A Data Augmentation Algorithm for Imbalanced Node Classification pdf
  
• A Provable Framework of Learning Graph Embeddings via Summarization pdf
  
• Cross-Domain Few-Shot Graph Classification with a Reinforced Task Coordinator pdf
  
• Learning to Count Isomorphisms with Graph Neural Networks pdf
  
• Augmenting Affective Dependency Graph via Iterative Incongruity Graph Learning for Sarcasm Detection pdf
  
• Easy Begun Is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout pdf
  
• Self-Organization Preserved Graph Structure Learning with Principle of Relevant Information pdf
  
• Self-Supervised Continual Graph Learning in Adaptive Riemannian Spaces pdf
  
• On Generalized Degree Fairness in Graph Neural Networks pdf
  
• Multi-Domain Generalized Graph Meta Learning pdf
  
• Scalable and Effective Conductance-Based Graph Clustering pdf
  
• Signed Laplacian Graph Neural Networks pdf
  
• GLCC: A General Framework for Graph-Level Clustering pdf
  
• T2-GNN: Graph Neural Networks for Graphs with Incomplete Features and Structure via Teacher-Student Distillation pdf
  
• DropMessage: Unifying Random Dropping for Graph Neural Networks pdf
  
• Dual Low-Rank Graph Autoencoder for Semantic and Topological Networks pdf
  
• Enhanced Multi-Relationships Integration Graph Convolutional Network for Inferring Substitutable and Complementary Items pdf
  
• Separate but Equal: Equality in Belief Propagation for Single Cycle Graphs pdf
  
• MulGT: Multi-Task Graph-Transformer with Task-Aware Knowledge Injection and Domain Knowledge-Driven Pooling for Whole Slide Image Analysis pdf
  
• Scene Graph to Image Synthesis via Knowledge Consensus pdf
  
• Leveraging Weighted Cross-Graph Attention for Visual and Semantic Enhanced Video Captioning Network pdf
  
• Asynchronous Event Processing with Local-Shift Graph Convolutional Network pdf
  
• CLIPVG: Text-Guided Image Manipulation Using Differentiable Vector Graphics pdf
  
• Universe Points Representation Learning for Partial Multi-Graph Matching pdf
  
• Symbolic Replay: Scene Graph as Prompt for Continual Learning on VQA Task pdf

NeurlPS

• Temporal Graph Benchmark for Machine Learning on Temporal Graphs pdf code
  
• Adversarial Robustness in Graph Neural Networks: A Hamiltonian Approach pdf code
  
• DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization pdf code
  
• Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking pdf code
  
• Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization pdf code
  
• GIMLET: A Unified Graph-Text Model for Instruction-Based Molecule Zero-Shot Learning pdf code
  
• Structure-free Graph Condensation: From Large-scale Graphs to Condensed Graph-free Data pdf code
  
• NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics pdf code
  
• Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts pdf code
  
• Towards Self-Interpretable Graph-Level Anomaly Detection pdf code
  
• AMAG: Additive, Multiplicative and Adaptive Graph Neural Network For Forecasting Neuron Activity pdf code
• Extending the Design Space of Graph Neural Networks by Rethinking Folklore Weisfeiler-Lehman pdf code
  
• LD2: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings pdf code
  
• Graph Denoising Diffusion for Inverse Protein Folding pdf code
  
• What functions can Graph Neural Networks compute on random graphs? The role of Positional Encoding pdf code
  
• Let the Flows Tell: Solving Graph Combinatorial Problems with GFlowNets pdf code
  
• MAG-GNN: Reinforcement Learning Boosted Graph Neural Network pdf code
  
• A Fractional Graph Laplacian Approach to Oversmoothing pdf code
  
• WalkLM: A Uniform Language Model Fine-tuning Framework for Attributed Graph Embedding pdf code
  
• Interpretable Graph Networks Formulate Universal Algebra Conjectures pdf code
  
• GraphAdapter: Tuning Vision-Language Models With Dual Knowledge Graph pdf code
  
• A Neural Collapse Perspective on Feature Evolution in Graph Neural Networks pdf code
  
• Quasi-Monte Carlo Graph Random Features pdf code
  
• Fused Gromov-Wasserstein Graph Mixup for Graph-level Classifications pdf code
  
• Act As You Wish: Fine-Grained Control of Motion Diffusion Model with Hierarchical Semantic Graphs pdf code
  
• PlanE: Representation Learning over Planar Graphs pdf code
  
• Simple and Asymmetric Graph Contrastive Learning without Augmentations pdf code
  
• Facilitating Graph Neural Networks with Random Walk on Simplicial Complexes pdf code
  
• Certifiably Robust Graph Contrastive Learning pdf code
  
• Structure from Duplicates: Neural Inverse Graphics from a Pile of Objects pdf code
  
• A Comprehensive Study on Text-attributed Graphs: Benchmarking and Rethinking pdf code
  
• Fragment-based Pretraining and Finetuning on Molecular Graphs pdf code
  
• OpenGSL: A Comprehensive Benchmark for Graph Structure Learning pdf code
  
• Unleashing the Power of Graph Data Augmentation on Covariate Distribution Shift pdf code
  
• Live Graph Lab: Towards Open, Dynamic and Real Transaction Graphs with NFT pdf code"
  
• Penguin: Parallel-Packed Homomorphic Encryption for Fast Graph Convolutional Network Inference pdf code
  
• Graph Convolutional Kernel Machine versus Graph Convolutional Networks pdf code
  
• A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs pdf code
  
• LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted Inference pdf code
  
• SyncTREE: Fast Timing Analysis for Integrated Circuit Design through a Physics-informed Tree-based Graph Neural Network pdf code
  
• Newton鈥揅otes Graph Neural Networks: On the Time Evolution of Dynamic Systems pdf code
  
• Diffusion Model for Graph Inverse Problems: Towards Effective Source Localization on Complex Networks pdf code
  
• Learning Large Graph Property Prediction via Graph Segment Training pdf code
  
• A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning pdf code
  
• Language Semantic Graph Guided Data-Efficient Learning pdf code
  
• MuSe-GNN: Learning Unified Gene Representation From Multimodal Biological Graph Data pdf code
  
• Outlier-Robust Gromov-Wasserstein for Graph Data pdf code
  
• Multi-task Graph Neural Architecture Search with Task-aware Collaboration and Curriculum pdf code
  
• Conditional Matrix Flows for Gaussian Graphical Models pdf code
  
• Accelerating Molecular Graph Neural Networks via Knowledge Distillation pdf code
  
• Rethinking Tokenizer and Decoder in Masked Graph Modeling for Molecules pdf code
  
• High dimensional, tabular deep learning with an auxiliary knowledge graph pdf code
• On the Ability of Graph Neural Networks to Model Interactions Between Vertices pdf code
  
• Learning from Both Structural and Textual Knowledge for Inductive Knowledge Graph Completion pdf code
  
• Uncertainty Quantification over Graph with Conformalized Graph Neural Networks pdf code
  
• LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching pdf code
  
• Architecture Matters: Uncovering Implicit Mechanisms in Graph Contrastive Learning pdf code
  
• When Do Graph Neural Networks Help with Node Classification? Investigating the Homophily Principle on Node Distinguishability pdf code
  
• On Class Distributions Induced by Nearest Neighbor Graphs for Node Classification of Tabular Data pdf code
  
• TempME: Towards the Explainability of Temporal Graph Neural Networks via Motif Discovery pdf code
  
• GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection pdf code
  
• CommonScenes: Generating Commonsense 3D Indoor Scenes with Scene Graph Diffusion pdf code
  
• GSLB: The Graph Structure Learning Benchmark pdf code
  
• Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints pdf code
  
• Can Language Models Solve Graph Problems in Natural Language? pdf code
  
• Joint Bayesian Inference of Graphical Structure and Parameters with a Single Generative Flow Network pdf code
  
• Latent Graph Inference with Limited Supervision pdf code
  
• Directional diffusion models for graph representation learning pdf code
  
• From Pixels to UI Actions: Learning to Follow Instructions via Graphical User Interfaces pdf code
  
• Generalised f-Mean Aggregation for Graph Neural Networks pdf code
  
• Approximately Equivariant Graph Networks pdf code
  
• Neural Graph Generation from Graph Statistics pdf code
  
• Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment pdf code
  
• SPA: A Graph Spectral Alignment Perspective for Domain Adaptation pdf code
  
• Reversible and irreversible bracket-based dynamics for deep graph neural networks pdf code
  
• Intervention Generalization: A View from Factor Graph Models pdf code
  
• Neural Relation Graph: A Unified Framework for Identifying Label Noise and Outlier Data pdf code
  
• Front-door Adjustment Beyond Markov Equivalence with Limited Graph Knowledge pdf code
  
• Hyperbolic Graph Neural Networks at Scale: A Meta Learning Approach pdf code
  
• Equivariant Spatio-Temporal Attentive Graph Networks to Simulate Physical Dynamics pdf code
  
• Differentially Private Decoupled Graph Convolutions for Multigranular Topology Protection pdf code
  
• Learning Invariant Representations of Graph Neural Networks via Cluster Generalization pdf code
  
• Fine-grained Expressivity of Graph Neural Networks pdf code
  
• Transformers over Directed Acyclic Graphs pdf code
  
• Truncated Affinity Maximization: One-class Homophily Modeling for Graph Anomaly Detection pdf code
  
• Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization pdf code
  
• Provable Training for Graph Contrastive Learning pdf code
  
• Graph Mixture of Experts: Learning on Large-Scale Graphs with Explicit Diversity Modeling pdf code
  
• Graph-Structured Gaussian Processes for Transferable Graph Learning pdf code
  
• Curriculum Learning for Graph Neural Networks: Which Edges Should We Learn First pdf code
  
• Graph Neural Networks for Road Safety Modeling: Datasets and Evaluations for Accident Analysis pdf code
  
• Universal Prompt Tuning for Graph Neural Networks pdf code
  
• Learning Efficient Surrogate Dynamic Models with Graph Spline Networks pdf code
  
• Does Graph Distillation See Like Vision Dataset Counterpart? pdf code
  
• Taming Local Effects in Graph-based Spatiotemporal Forecasting pdf code
  
• Efficient Learning of Linear Graph Neural Networks via Node Subsampling pdf code
  
• GraphPatcher: Mitigating Degree Bias for Graph Neural Networks via Test-time Augmentation pdf code
  
• Better with Less: A Data-Active Perspective on Pre-Training Graph Neural Networks pdf code
  
• Lov谩sz Principle for Unsupervised Graph Representation Learning pdf code
  
• A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs pdf code
  
• Equivariant Neural Operator Learning with Graphon Convolution pdf code
  
• UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction pdf code
  
• An Empirical Study Towards Prompt-Tuning for Graph Contrastive Pre-Training in Recommendations pdf code
  
• Curvature Filtrations for Graph Generative Model Evaluation pdf code
  
• MeGraph: Capturing Long-Range Interactions by Alternating Local and Hierarchical Aggregation on Multi-Scaled Graph Hierarchy pdf code
  
• Variational Annealing on Graphs for Combinatorial Optimization pdf code
  
• SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations pdf code
  
• A new perspective on building efficient and expressive 3D equivariant graph neural networks pdf code
  
• Calibrate and Boost Logical Expressiveness of GNN Over Multi-Relational and Temporal Graphs pdf code
  
• Fast Approximation of Similarity Graphs with Kernel Density Estimation pdf code
  
• Towards Better Dynamic Graph Learning: New Architecture and Unified Library pdf code
  
• Video-Mined Task Graphs for Keystep Recognition in Instructional Videos pdf code
  
• Evaluating Self-Supervised Learning for Molecular Graph Embeddings pdf code
  
• FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective pdf code
  
• GLEMOS: Benchmark for Instantaneous Graph Learning Model Selection pdf code
  
• GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks pdf code
  
• TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs pdf code
  
• Zero-One Laws of Graph Neural Networks pdf code
  
• Does Invariant Graph Learning via Environment Augmentation Learn Invariance? pdf code
  
• The expressive power of pooling in Graph Neural Networks pdf code
  
• Evaluating Post-hoc Explanations for Graph Neural Networks via Robustness Analysis pdf code
  
• TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge Graph pdf code
• Unsupervised Graph Neural Architecture Search with Disentangled Self-Supervision pdf code
  
• Learning Large-Scale MTP22 Gaussian Graphical Models via Bridge-Block Decomposition pdf code
  
• Tailoring Self-Attention for Graph via Rooted Subtrees pdf code
  
• Characterization and Learning of Causal Graphs with Small Conditioning Sets pdf code
  
• AutoGO: Automated Computation Graph Optimization for Neural Network Evolution pdf code
  
• Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts pdf code
  
• Deep Insights into Noisy Pseudo Labeling on Graph Data pdf code
  
• Beyond Exponential Graph: Communication-Efficient Topologies for Decentralized Learning via Finite-time Convergence pdf code
  
• Interpretable Prototype-based Graph Information Bottleneck pdf code
  
• How to Turn Your Knowledge Graph Embeddings into Generative Models pdf code
  
• D4Explainer: In-distribution Explanations of Graph Neural Network via Discrete Denoising Diffusion pdf code
  
• Imagine That! Abstract-to-Intricate Text-to-Image Synthesis with Scene Graph Hallucination Diffusion pdf code
  
• The Graph Pencil Method: Mapping Subgraph Densities to Stochastic Block Models pdf code
  
• FedGCN: Convergence-Communication Tradeoffs in Federated Training of Graph Convolutional Networks pdf code
  
• LogSpecT: Feasible Graph Learning Model from Stationary Signals with Recovery Guarantees pdf code
  
• Fair Graph Distillation pdf
  
• Comparing Causal Frameworks: Potential Outcomes, Structural Models, Graphs, and Abstractions pdf
• Deep Gaussian Markov Random Fields for Graph-Structured Dynamical Systems pdf
  
• Optimal Block-wise Asymmetric Graph Construction for Graph-based Semi-supervised Learning pdf
  
• From Trainable Negative Depth to Edge Heterophily in Graphs pdf
  
• 4D Panoptic Scene Graph Generation pdf
  
• Affinity-Aware Graph Networks pdf
  
• Recurrent Temporal Revision Graph Networks pdf
  
• Mitigating the Popularity Bias of Graph Collaborative Filtering: A Dimensional Collapse Perspective pdf
  
• Learning Regularized Monotone Graphon Mean-Field Games pdf
  
• A graphon-signal analysis of graph neural networks pdf
  
• Geometric Analysis of Matrix Sensing over Graphs pdf
  
• Learning Nonparametric Latent Causal Graphs with Unknown Interventions pdf
  
• Re-Think and Re-Design Graph Neural Networks in Spaces of Continuous Graph Diffusion Functionals pdf
  
• Adversarial Training for Graph Neural Networks: Pitfalls, Solutions, and New Directions pdf
• PERFOGRAPH: A Numerical Aware Program Graph Representation for Performance Optimization and Program Analysis pdf
  
• V-InFoR: A Robust Graph Neural Networks Explainer for Structurally Corrupted Graphs pdf
  
• No Change, No Gain: Empowering Graph Neural Networks with Expected Model Change Maximization for Active Learning pdf
• On the Minimax Regret for Online Learning with Feedback Graphs pdf
  
• Graph Contrastive Learning with Stable and Scalable Spectral Encoding pdf
  
• Bayesian Optimisation of Functions on Graphs pdf
  
• Directed Cyclic Graph for Causal Discovery from Multivariate Functional Data pdf
  
• Neural Injective Functions for Multisets, Measures and Graphs via a Finite Witness Theorem pdf
• On Learning Necessary and Sufficient Causal Graphs pdf
  
• Limits, approximation and size transferability for GNNs on sparse graphs via graphops pdf
• Optimality of Message-Passing Architectures for Sparse Graphs pdf
  
• Demystifying Structural Disparity in Graph Neural Networks: Can One Size Fit All? pdf
  
• Train Once and Explain Everywhere: Pre-training Interpretable Graph Neural Networks pdf
  
• Demystifying Oversmoothing in Attention-Based Graph Neural Networks pdf
  
• Improving Graph Matching with Positional Reconstruction Encoder-Decoder Network pdf
  
• Self-supervised Graph Neural Networks via Low-Rank Decomposition pdf
  
• GNNEvaluator: Evaluating GNN Performance On Unseen Graphs Without Labels pdf
  
• Practical Contextual Bandits with Feedback Graphs pdf
  
• Differentiable Neuro-Symbolic Reasoning on Large-Scale Knowledge Graphs pdf
  
• Joint Feature and Differentiable k-NN Graph Learning using Dirichlet Energy pdf
  
• Towards Label Position Bias in Graph Neural Networks pdf
  
• Data-Centric Learning from Unlabeled Graphs with Diffusion Model pdf
  
• Multi-resolution Spectral Coherence for Graph Generation with Score-based Diffusion pdf
  
• PRODIGY: Enabling In-context Learning Over Graphs pdf
  
• A Metadata-Driven Approach to Understand Graph Neural Networks pdf
  
• Predicting Global Label Relationship Matrix for Graph Neural Networks under Heterophily pdf
  
• GALOPA: Graph Transport Learning with Optimal Plan Alignment pdf
  
• Graph of Circuits with GNN for Exploring the Optimal Design Space pdf
  
• GraphMP: Graph Neural Network-based Motion Planning with Efficient Graph Search pdf
  
• Partial Multi-Label Learning with Probabilistic Graphical Disambiguation pdf
  
• Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond pdf
  
• Provable Adversarial Robustness for Group Equivariant Tasks: Graphs, Point Clouds, Molecules, and More pdf

ACL

• History Semantic Graph Enhanced Conversational KBQA with Temporal Information Modeling pdf code
  
• From the One, Judge of the Whole: Typed Entailment Graph Construction with Predicate Generation pdf code
• Enhancing Dialogue Generation via Dynamic Graph Knowledge Aggregation pdf code
  
• Query Structure Modeling for Inductive Logical Reasoning Over Knowledge Graphs pdf code
  
• Non-Sequential Graph Script Induction via Multimedia Grounding pdf code
  
• Scene Graph as Pivoting: Inference-time Image-free Unsupervised Multimodal Machine Translation with Visual Scene Hallucination pdf code
  
• Similarity-weighted Construction of Contextualized Commonsense Knowledge Graphs for Knowledge-intense Argumentation Tasks pdf code
  
• To Copy Rather Than Memorize: A Vertical Learning Paradigm for Knowledge Graph Completion pdf code
  
• Compounding Geometric Operations for Knowledge Graph Completion pdf code
  
• Curriculum Learning for Graph Neural Networks: A Multiview Competence-based Approach pdf code
  
• DualGATs: Dual Graph Attention Networks for Emotion Recognition in Conversations pdf code
  
• Modeling Structural Similarities between Documents for Coherence Assessment with Graph Convolutional Networks pdf code
  
• HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local Level pdf code
  
• Joint Document-Level Event Extraction via Token-Token Bidirectional Event Completed Graph pdf code
  
• Multilingual Knowledge Graph Completion with Language-Sensitive Multi-Graph Attention pdf code
  
• GreenKGC: A Lightweight Knowledge Graph Completion Method pdf code
  
• Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion? pdf code
  
• A Novel Table-to-Graph Generation Approach for Document-Level Joint Entity and Relation Extraction pdf code
  
• Multi-source Semantic Graph-based Multimodal Sarcasm Explanation Generation pdf code
  
• Multi-granularity Temporal Question Answering over Knowledge Graphs pdf code
  
• Single Sequence Prediction over Reasoning Graphs for Multi-hop QA pdf code
  
• GIFT: Graph-Induced Fine-Tuning for Multi-Party Conversation Understanding pdf code
  
• Transforming Visual Scene Graphs to Image Captions pdf code
  
• Holistic Prediction on a Time-Evolving Attributed Graph pdf code
  
• Dialogue Summarization with Static-Dynamic Structure Fusion Graph pdf code
  
• Graph-based Relation Mining for Context-free Out-of-vocabulary Word Embedding Learning pdf code
  
• TeAST: Temporal Knowledge Graph Embedding via Archimedean Spiral Timeline pdf code
  
• Evaluate AMR Graph Similarity via Self-supervised Learning pdf code
  
• FactKG: Fact Verification via Reasoning on Knowledge Graphs pdf code
  
• Graph Propagation based Data Augmentation for Named Entity Recognition pdf code
  
• HiPool: Modeling Long Documents Using Graph Neural Networks pdf code
  
• Simple Augmentations of Logical Rules for Neuro-Symbolic Knowledge Graph Completion pdf code
  
• ACTC: Active Threshold Calibration for Cold-Start Knowledge Graph Completion pdf code
  
• A Unified Knowledge Graph Augmentation Service for Boosting Domain-specific NLP Tasks pdf code
  
• Align-then-Enhance: Multilingual Entailment Graph Enhancement with Soft Predicate Alignment pdf code
  
• FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery pdf code
  
• Incorporating Graph Information in Transformer-based AMR Parsing pdf code
  
• A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity Alignment pdf code
  
• BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models pdf code
  
• GVdoc - Graph-based Visual DOcument Classification pdf code
  
• Enhancing Hierarchical Text Classification through Knowledge Graph Integration pdf code
  
• Structure-Discourse Hierarchical Graph for Conditional Question Answering on Long Documents pdf code
  
• FACTUAL: A Benchmark for Faithful and Consistent Textual Scene Graph Parsing pdf code
  
• Guiding Dialogue Agents to Complex Semantic Targets by Dynamically Completing Knowledge Graph pdf code
  
• Knowledge Graph Embeddings using Neural Ito Process: From Multiple Walks to Stochastic Trajectories pdf code
  
• Prediction and Calibration: Complex Reasoning over Knowledge Graph with Bi-directional Directed Acyclic Graph Neural Network pdf code
  
• Multilingual Knowledge Graph Completion from Pretrained Language Models with Knowledge Constraints pdf code
  
• History repeats: Overcoming catastrophic forgetting for event-centric temporal knowledge graph completion pdf code
  
• Pre-trained Language Model with Prompts for Temporal Knowledge Graph Completion pdf code
  
• Constructing Procedural Graphs with Multiple Dependency Relations: A New Dataset and Baseline pdf code
  
• RHGN: Relation-gated Heterogeneous Graph Network for Entity Alignment in Knowledge Graphs pdf code
  
• Explanation Graph Generation via Generative Pre-training over Synthetic Graphs pdf code
  
• Text Augmented Open Knowledge Graph Completion via Pre-Trained Language Models pdf code
  
• Dipping PLMs Sauce: Bridging Structure and Text for Effective Knowledge Graph Completion via Conditional Soft Prompting pdf code
  
• Probing Graph Decomposition for Argument Pair Extraction pdf code
  
• AttenWalker: Unsupervised Long-Document Question Answering via Attention-based Graph Walking pdf code
  
• Improving Long Dialogue Summarization with Semantic Graph Representation pdf code
  
• Commonsense Knowledge Graph Completion Via Contrastive Pretraining and Node Clustering pdf code
  
• Contrastive Learning with Generated Representations for Inductive Knowledge Graph Embedding pdf code
  
• DIAGRAPH: An Open-Source Graphic Interface for Dialog Flow Design pdf code
  
• Knowledge is Power"": Constructing Knowledge Graph of Abdominal Organs and Using Them for Automatic Radiology Report Generation pdf code
• CocaCLIP: Exploring Distillation of Fully-Connected Knowledge Interaction Graph for Lightweight Text-Image Retrieval pdf code
  
• FashionKLIP: Enhancing E-Commerce Image-Text Retrieval with Fashion Multi-Modal Conceptual Knowledge Graph pdf code
  
• AVEN-GR: Attribute Value Extraction and Normalization using product GRaphs pdf
  
• Enhancing Event Causality Identification with Event Causal Label and Event Pair Interaction Graph pdf
  
• Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs pdf
  
• Learning to Leverage High-Order Medical Knowledge Graph for Joint Entity and Relation Extraction pdf
  
• Tucker Decomposition with Frequency Attention for Temporal Knowledge Graph Completion pdf
  
• Few-shot Low-resource Knowledge Graph Completion with Reinforced Task Generation pdf
  
• Improving Knowledge Graph Completion with Generative Hard Negative Mining pdf
  
• Question-Interlocutor Scope Realized Graph Modeling over Key Utterances for Dialogue Reading Comprehension pdf
  
• A Semi-Autoregressive Graph Generative Model for Dependency Graph Parsing pdf
  
• Unsupervised Task Graph Generation from Instructional Video Transcripts pdf
  
• Graph Reasoning for Question Answering with Triplet Retrieval pdf
  
• Noisy Positive-Unlabeled Learning with Self-Training for Speculative Knowledge Graph Reasoning pdf
  
• Learning Joint Structural and Temporal Contextualized Knowledge Embeddings for Temporal Knowledge Graph Completion pdf
  
• G\(^3\)R: A Graph-Guided Generate-and-Rerank Framework for Complex and Cross-domain Text-to-SQL Generation pdf
  
• Double-Branch Multi-Attention based Graph Neural Network for Knowledge Graph Completion pdf
  
• Jointprop: Joint Semi-supervised Learning for Entity and Relation Extraction with Heterogeneous Graph-based Propagation pdf
  
• Dynamic Heterogeneous-Graph Reasoning with Language Models and Knowledge Representation Learning for Commonsense Question Answering pdf
  
• Learning Latent Relations for Temporal Knowledge Graph Reasoning pdf
  
• BIC: Twitter Bot Detection with Text-Graph Interaction and Semantic Consistency pdf
  
• Direct Fact Retrieval from Knowledge Graphs without Entity Linking pdf
  
• FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction pdf
  
• Unsupervised Graph-Text Mutual Conversion with a Unified Pretrained Language Model pdf
  
• TECHS: Temporal Logical Graph Networks for Explainable Extrapolation Reasoning pdf

CVPR

• VectorFloorSeg: Two-Stream Graph Attention Network for Vectorized Roughcast Floorplan Segmentation pdf code
  

• Tree Instance Segmentation with Temporal Contour Graph pdf code
  

• Improving Commonsense in Vision-Language Models via Knowledge Graph Riddles pdf code
  

• Multi-Granularity Archaeological Dating of Chinese Bronze Dings Based on a Knowledge-Guided Relation Graph pdf code

• Dynamic Graph Enhanced Contrastive Learning for Chest X-Ray Report Generation pdf code
  

• Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection pdf code
  

• Incremental 3D Semantic Scene Graph Prediction from RGB Sequences pdf code
  

• Deep Graph-based Spatial Consistency for Robust Non-rigid Point Cloud Registration pdf code
  

• Adaptive Graph Convolutional Subspace Clustering pdf code
  

• Deep Learning of Partial Graph Matching via Differentiable Top-K pdf code
  

• IS-GGT: Iterative Scene Graph Generation with Generative Transformers pdf code
  

• A Unified Knowledge Distillation Framework for Deep Directed Graphical Models pdf code
  

• From Node Interaction to Hop Interaction: New Effective and Scalable Graph Learning Paradigm pdf code
  

• 3D Spatial Multimodal Knowledge Accumulation for Scene Graph Prediction in Point Cloud pdf code
  

• Robust Multiview Point Cloud Registration with Reliable Pose Graph Initialization and History Reweighting pdf code
  

• Unsupervised Visible-Infrared Person Re-Identification via Progressive Graph Matching and Alternate Learning pdf code

• Probabilistic Debiasing of Scene Graphs pdf code
  

• Multivariate, Multi-Frequency and Multimodal: Rethinking Graph Neural Networks for Emotion Recognition in Conversation pdf code

• Mind the Label Shift of Augmentation-based Graph OOD Generalization pdf code
  

• Learning and Aggregating Lane Graphs for Urban Automated Driving pdf code
  

• FJMP: Factorized Joint Multi-Agent Motion Prediction over Learned Directed Acyclic Interaction Graphs pdf code
  

• Learning Situation Hyper-Graphs for Video Question Answering pdf code
  

• Histopathology Whole Slide Image Analysis with Heterogeneous Graph Representation Learning pdf code
  

• High Fidelity 3D Hand Shape Reconstruction via Scalable Graph Frequency Decomposition pdf code
  

• HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics pdf code
  

• Devil's on the Edges: Selective Quad Attention for Scene Graph Generation pdf code
  

• Panoptic Video Scene Graph Generation pdf code
  

• VL-SAT: Visual-Linguistic Semantics Assisted Training for 3D Semantic Scene Graph Prediction in Point Cloud pdf code
  

• Conjugate Product Graphs for Globally Optimal 2D-3D Shape Matching pdf code
  

• TranSG: Transformer-Based Skeleton Graph Prototype Contrastive Learning with Structure-Trajectory Prompted Reconstruction for Person Re-Identification pdf code
  

• G-MSM: Unsupervised Multi-Shape Matching with Graph-Based Affinity Priors pdf code
  

• Prototype-Based Embedding Network for Scene Graph Generation pdf code
  

• Unbiased Scene Graph Generation in Videos pdf code
  

• Unifying Short and Long-Term Tracking with Graph Hierarchies pdf code
  

• Transductive Few-Shot Learning with Prototype-Based Label Propagation by Iterative Graph Refinement pdf code
  

• RadarGNN: Transformation Invariant Graph Neural Network for Radar-based Perception pdf code
  

• MTN: Forensic Analysis of MP4 Video Files Using Graph Neural Networks pdf code
  

• MobileViG: Graph-Based Sparse Attention for Mobile Vision Applications pdf code
  

• Asynchronous Events-based Panoptic Segmentation using Graph Mixer Neural Network pdf code
  

• Spatial-Temporal Graph-Based AU Relationship Learning for Facial Action Unit Detection pdf code
  

• Graph-CoVis: GNN-based Multi-view Panorama Global Pose Estimation pdf
  

• Relational Edge-Node Graph Attention Network for Classification of Micro-Expressions pdf
  

• Zero-shot Object Classification with Large-scale Knowledge Graph pdf
  

• Phase-field Models for Lightweight Graph Convolutional Networks pdf
  

• HUGNet: Hemi-Spherical Update Graph Neural Network applied to low-latency event-based optical flow pdf
  

• Image Inpainting With Hypergraphs for Resolution Improvement in Scanning Acoustic Microscopy pdf
  

• Scene Graph Driven Text-Prompt Generation for Image Inpainting pdf
  

• Hamming Similarity and Graph Laplacians for Class Partitioning and Adversarial Image Detection pdf
  

• Wildlife Image Generation from Scene Graphs pdf
  

• Deep Graph Reprogramming pdf
  

• Sample-level Multi-view Graph Clustering pdf
  

• CIGAR: Cross-Modality Graph Reasoning for Domain Adaptive Object Detection pdf
  

• Graph Representation for Order-aware Visual Transformation pdf
  

• Graphics Capsule: Learning Hierarchical 3D Face Representations from 2D Images pdf
  

• Text With Knowledge Graph Augmented Transformer for Video Captioning pdf
  

• LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction pdf
  

• ViPLO: Vision Transformer Based Pose-Conditioned Self-Loop Graph for Human-Object Interaction Detection pdf
  

• Turning Strengths into Weaknesses: A Certified Robustness Inspired Attack Framework against Graph Neural Networks pdf
  

• Highly Confident Local Structure Based Consensus Graph Learning for Incomplete Multi-view Clustering pdf
  

• Sparse Multi-Modal Graph Transformer with Shared-Context Processing for Representation Learning of Giga-pixel Images pdf
  

• SVGformer: Representation Learning for Continuous Vector Graphics using Transformers pdf
  

• Adversarially Robust Neural Architecture Search for Graph Neural Networks pdf
  

• Dynamic Graph Learning with Content-guided Spatial-Frequency Relation Reasoning for Deepfake Detection pdf
  

• An Actor-centric Causality Graph for Asynchronous Temporal Inference in Group Activity pdf
  

• Fast Contextual Scene Graph Generation with Unbiased Context Augmentation pdf
  

• Robust 3D Shape Classification via Non-local Graph Attention Network pdf
  

• Learning to Generate Language-Supervised and Open-Vocabulary Scene Graph Using Pre-Trained Visual-Semantic Space pdf
  

• Graph Transformer GANs for Graph-Constrained House Generation pdf
  

• Differentiable Shadow Mapping for Efficient Inverse Graphics pdf
  

• Improving Graph Representation for Point Cloud Segmentation via Attentive Filtering pdf
  

• TopDiG: Class-agnostic Topological Directional Graph Extraction from Remote Sensing Images pdf ### ICML

• ClusterFuG: Clustering Fully connected Graphs by Multicut pdf code
  

• Half-Hop: A graph upsampling approach for slowing down message passing pdf code
  

• Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree Optimization pdf code
  

• Implicit Graph Neural Networks: A Monotone Operator Viewpoint pdf code
  

• TIDE: Time Derivative Diffusion for Deep Learning on Graphs pdf code
  

• StriderNet: A Graph Reinforcement Learning Approach to Optimize Atomic Structures on Rough Energy Landscapes pdf code
  

• On the Connection Between MPNN and Graph Transformer pdf code
  

• Efficient Learning of Mesh-Based Physical Simulation with Bi-Stride Multi-Scale Graph Neural Network pdf code
  

• Subequivariant Graph Reinforcement Learning in 3D Environments pdf code
  

• Efficient and Degree-Guided Graph Generation via Discrete Diffusion Modeling pdf code
  

• Fisher Information Embedding for Node and Graph Learning pdf code
  

• A Gromov-Wasserstein Geometric View of Spectrum-Preserving Graph Coarsening pdf code
  

• GREAD: Graph Neural Reaction-Diffusion Networks pdf code
  

• Taming graph kernels with random features pdf code
  

• Efficient Graph Field Integrators Meet Point Clouds pdf code
  

• Wasserstein Barycenter Matching for Graph Size Generalization of Message Passing Neural Networks pdf code
  

• Improving Graph Generation by Restricting Graph Bandwidth pdf code
  

• Towards Understanding and Reducing Graph Structural Noise for GNNs pdf code
  

• Graph Reinforcement Learning for Network Control via Bi-Level Optimization pdf code
  

• Graph Neural Networks with Learnable and Optimal Polynomial Bases pdf code
  

• GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature Sets pdf code
  

• Conformal Prediction Sets for Graph Neural Networks pdf code
  

• Alternately Optimized Graph Neural Networks pdf code
  

• Total Variation Graph Neural Networks pdf code
  

• A Generalization of ViT/MLP-Mixer to Graphs pdf code
  

• Graph Ladling: Shockingly Simple Parallel GNN Training without Intermediate Communication pdf code
  

• Leveraging Label Non-Uniformity for Node Classification in Graph Neural Networks pdf code
  

• On the Expressive Power of Geometric Graph Neural Networks pdf code
  

• Node Embedding from Neural Hamiltonian Orbits in Graph Neural Networks pdf code
  

• GOAT: A Global Transformer on Large-scale Graphs pdf code
  

• Randomized Schur Complement Views for Graph Contrastive Learning pdf code
  

• Modeling Dynamic Environments with Scene Graph Memory pdf code
  

• Nearly-Optimal Hierarchical Clustering for Well-Clustered Graphs pdf code
  

• Towards Deep Attention in Graph Neural Networks: Problems and Remedies pdf code
  

• InGram: Inductive Knowledge Graph Embedding via Relation Graphs pdf code
  

• Conditional Graph Information Bottleneck for Molecular Relational Learning pdf code
  

• Local Vertex Colouring Graph Neural Networks pdf code
  

• GraphCleaner: Detecting Mislabelled Samples in Popular Graph Learning Benchmarks pdf code
  

• Structured Cooperative Learning with Graphical Model Priors pdf code
  

• Graph Mixup with Soft Alignments pdf code
  

• Deep Graph Representation Learning and Optimization for Influence Maximization pdf code
  

• Structural Re-weighting Improves Graph Domain Adaptation pdf code
  

• Dink-Net: Neural Clustering on Large Graphs pdf code
  

• Graph Switching Dynamical Systems pdf code
  

• RSC: Accelerate Graph Neural Networks Training via Randomized Sparse Computations pdf code
  

• Graph Inductive Biases in Transformers without Message Passing pdf code
  

• Generated Graph Detection pdf code
  

• Vertical Federated Graph Neural Network for Recommender System pdf code
  

• Additive Causal Bandits with Unknown Graph pdf code
  

• Path Neural Networks: Expressive and Accurate Graph Neural Networks pdf code
  

• Disentangled Multiplex Graph Representation Learning pdf code
  

• Beyond Homophily: Reconstructing Structure for Graph-agnostic Clustering pdf code
  

• Intrinsic Sliced Wasserstein Distances for Comparing Collections of Probability Distributions on Manifolds and Graphs pdf code
  

• Multi-class Graph Clustering via Approximated Effective p-Resistance pdf code
  

• Graph Neural Networks can Recover the Hidden Features Solely from the Graph Structure pdf code
  

• One-Shot Compression of Large Edge-Exchangeable Graphs using Bits-Back Coding pdf code
  

• Exphormer: Sparse Transformers for Graphs pdf code
  

• RGE: A Repulsive Graph Rectification for Node Classification via Influence pdf code
  

• Towards Robust Graph Incremental Learning on Evolving Graphs pdf code
  

• What Makes Entities Similar? A Similarity Flooding Perspective for Multi-sourced Knowledge Graph Embeddings pdf code
  

• All in a Row: Compressed Convolution Networks for Graphs pdf code
  

• Feature Expansion for Graph Neural Networks pdf code
  

• MG-GNN: Multigrid Graph Neural Networks for Learning Multilevel Domain Decomposition Methods pdf code
  

• Learning the Right Layers a Data-Driven Layer-Aggregation Strategy for Semi-Supervised Learning on Multilayer Graphs pdf code
  

• GC-Flow: A Graph-Based Flow Network for Effective Clustering pdf code
  

• On Heterogeneous Treatment Effects in Heterogeneous Causal Graphs pdf code
  

• Boosting Graph Contrastive Learning via Graph Contrastive Saliency pdf code
  

• Graphically Structured Diffusion Models pdf code
  

• Expectation-Complete Graph Representations with Homomorphisms pdf code
  

• SEGA: Structural Entropy Guided Anchor View for Graph Contrastive Learning pdf code
  

• Rethinking Explaining Graph Neural Networks via Non-parametric Subgraph Matching pdf code
  

• Relevant Walk Search for Explaining Graph Neural Networks pdf code
  

• LazyGNN: Large-Scale Graph Neural Networks via Lazy Propagation pdf code
  

• Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering pdf code
  

• Weighted Flow Diffusion for Local Graph Clustering with Node Attributes: an Algorithm and Statistical Guarantees pdf code
  

• Efficient Algorithms for Exact Graph Matching on Correlated Stochastic Block Models with Constant Correlation pdf code
  

• Personalized Federated Learning with Inferred Collaboration Graphs pdf code
  

• Adaptive Estimation of Graphical Models under Total Positivity pdf code
  

• Graph Generative Model for Benchmarking Graph Neural Networks pdf code
  

• SeedGNN: Graph Neural Network for Supervised Seeded Graph Matching pdf code
  

• Efficient and Equivariant Graph Networks for Predicting Quantum Hamiltonian pdf code
  

• Generative Graph Dictionary Learning pdf code
  

• Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation pdf code
  

• Finding the Missing-half: Graph Complementary Learning for Homophily-prone and Heterophily-prone Graphs pdf code
  

• SlotGAT: Slot-based Message Passing for Heterogeneous Graphs pdf code
  

• Fast Online Node Labeling for Very Large Graphs pdf code
  

• On Strengthening and Defending Graph Reconstruction Attack with Markov Chain Approximation pdf code
  

• From Relational Pooling to Subgraph GNNs: A Universal Framework for More Expressive Graph Neural Networks pdf
  

• Demystifying Uneven Vulnerability of Link Stealing Attacks against Graph Neural Networks pdf
  

• When Sparsity Meets Contrastive Models: Less Graph Data Can Bring Better Class-Balanced Representations pdf
  

• Graph Contrastive Backdoor Attacks pdf
  

• CoCo: A Coupled Contrastive Framework for Unsupervised Domain Adaptive Graph Classification pdf
  

• Quantum 3D Graph Learning with Applications to Molecule Embedding pdf
  

• Do Not Train It: A Linear Neural Architecture Search of Graph Neural Networks pdf
  

• Low-Variance Gradient Estimation in Unrolled Computation Graphs with ES-Single pdf
  

• Towards Understanding Generalization of Graph Neural Networks pdf
  

• Tight and fast generalization error bound of graph embedding in metric space pdf
  

• Causal Bounds in Quasi-Markovian Graphs pdf
  

• Equivariant Polynomials for Graph Neural Networks pdf
  

• Efficiently predicting high resolution mass spectra with graph neural networks pdf
  

• HOPE: High-order Graph ODE For Modeling Interacting Dynamics pdf
  

• On the Initialization of Graph Neural Networks pdf
  

• Featured Graph Coarsening with Similarity Guarantees pdf
  

• Graph Neural Tangent Kernel: Convergence on Large Graphs pdf
  

• Ewald-based Long-Range Message Passing for Molecular Graphs pdf
  

• Self-Repellent Random Walks on General Graphs - Achieving Minimal Sampling Variance via Nonlinear Markov Chains pdf
  

• Graph Positional Encoding via Random Feature Propagation pdf
  

• Improving Graph Neural Networks with Learnable Propagation Operators pdf
  

• Transformers Meet Directed Graphs pdf
  

• Online Learning with Feedback Graphs: The True Shape of Regret pdf
  

• Structure Learning of Latent Factors via Clique Search on Correlation Thresholded Graphs pdf
  

• Autoregressive Diffusion Model for Graph Generation pdf

IJCAI

• Learning Object Consistency and Interaction in Image Generation from Scene Graphs pdf code
  
• CSGCL: Community-Strength-Enhanced Graph Contrastive Learning pdf code
  
• Adaptive Path-Memory Network for Temporal Knowledge Graph Reasoning pdf code
  
• Beyond Homophily: Robust Graph Anomaly Detection via Neural Sparsification pdf code
  
• Continuous-Time Graph Learning for Cascade Popularity Prediction pdf code
  
• Contrastive Graph Clustering in Curvature Spaces pdf code
  
• SAD: Semi-Supervised Anomaly Detection on Dynamic Graphs pdf code
  
• A Canonicalization-Enhanced Known Fact-Aware Framework For Open Knowledge Graph Link Prediction pdf code
  
• An Ensemble Approach for Automated Theorem Proving Based on Efficient Name Invariant Graph Neural Representations pdf code
  
• LSGNN: Towards General Graph Neural Network in Node Classification by Local Similarity pdf code
  
• Graph Propagation Transformer for Graph Representation Learning pdf code
  
• FedHGN: A Federated Framework for Heterogeneous Graph Neural Networks pdf code
  
• Enabling Abductive Learning to Exploit Knowledge Graph pdf code
  
• A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks pdf code
  
• Graph-based Semi-supervised Local Clustering with Few Labeled Nodes pdf code
  
• One Model, Any CSP: Graph Neural Networks as Fast Global Search Heuristics for Constraint Satisfaction pdf code
• Violin: Virtual Overbridge Linking for Enhancing Semi-supervised Learning on Graphs with Limited Labels pdf code
  
• LGI-GT: Graph Transformers with Local and Global Operators Interleaving pdf code
  
• G2Pxy: Generative Open-Set Node Classification on Graphs with Proxy Unknowns pdf code
  
• Graph Neural Convection-Diffusion with Heterophily pdf code
  
• Hierarchical Transformer for Scalable Graph Learning pdf code
  
• Graph Sampling-based Meta-Learning for Molecular Property Prediction pdf code
  
• Toward Convex Manifolds: A Geometric Perspective for Deep Graph Clustering of Single-cell RNA-seq Data pdf code
  
• MolHF: A Hierarchical Normalizing Flow for Molecular Graph Generatio pdf code
  
• Graph-based Polyphonic Multitrack Music Generation pdf code
  
• Preventing Attacks in Interbank Credit Rating with Selective-aware Graph Neural Network pdf code
  
• Fighting against Organized Fraudsters Using Risk Diffusion-based Parallel Graph Neural Network pdf code
  
• Sancus: Staleness-Aware Communication-Avoiding Full-Graph Decentralized Training in Large-Scale Graph Neural Networks (Extended Abstract) pdf code
  
• Curriculum Graph Machine Learning: A Survey pdf
  
• Temporal Knowledge Graph Completion: A Survey pdf
  
• Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs pdf
  
• Generative diffusion models on graphs: Methods and applications pdf
  
• Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities pdf
• In Which Graph Structures Can We Efficiently Find Temporally Disjoint Paths and Walks? pdf
  
• Deep Hierarchical Communication Graph in Multi-Agent Reinforcement Learning pdf
  
• GTR: A Grafting-Then-Reassembling Framework for Dynamic Scene Graph Generation pdf
  
• Gapformer: Graph Transformer with Graph Pooling for Node Classification pdf
  
• Capturing the Long-Distance Dependency in the Control Flow Graph via Structural-Guided Attention for Bug Localization pdf
• Semi-supervised Domain Adaptation in Graph Transfer Learning pdf
  
• Self-supervised Graph Disentangled Networks for Review-based Recommendation pdf
  
• Causal-Based Supervision of Attention in Graph Neural Network: A Better and Simpler Choice towards Powerful Attention pdf
• Intent-aware Recommendation via Disentangled Graph Contrastive Learning pdf
  
• KDLGT: A Linear Graph Transformer Framework via Kernel Decomposition Approach pdf
  
• Commonsense Knowledge Enhanced Sentiment Dependency Graph for Sarcasm Detection pdf
  
• Approximating Fair Division on D-Claw-Free Graphs pdf
  
• Fair Division of a Graph into Compact Bundles pdf
  
• Approximate Envy-Freeness in Graphical Cake Cutting pdf
  
• Graph-based Molecular Representation Learning pdf
  
• Deep Multi-view Subspace Clustering with Anchor Graph pdf
  
• Globally Consistent Federated Graph Autoencoder for Non-IID Graphs pdf
  
• Federated Graph Semantic and Structural Learning pdf
  
• Generative Flow Networks for Precise Reward-Oriented Active Learning on Graphs pdf
  
• Multi-View Robust Graph Representation Learning for Graph Classification pdf
  
• Doubly Stochastic Graph-based Non-autoregressive Reaction Prediction pdf
  
• Deep Partial Multi-Label Learning with Graph Disambiguation pdf
  
• Multi-level Graph Contrastive Prototypical Clustering pdf
  
• Relation-enhanced DETR for Component Detection in Graphic Design Reverse Engineering pdf
  
• SemiGNN-PPI: Self-Ensembling Multi-Graph Neural Network for Efficient and Generalizable Protein-Protein Interaction Prediction pdf
  
• PPAT: Progressive Graph Pairwise Attention Network for Event Causality Identification pdf
  
• Minimizing Reachability Times on Temporal Graphs via Shifting Label pdf
  
• Exploring Structural Similarity in Fitness Landscapes via Graph Data Mining: A Case Study on Number Partitioning Problems pdf
  
• Learn and Sample Together: Collaborative Generation for Graphic Design Layout pdf
  
• Forecasting Soil Moisture Using Domain Inspired Temporal Graph Convolution Neural Networks To Guide Sustainable Crop Management pdf
  
• Interpret ESG Rating's Impact on the Industrial Chain Using Graph Neural Networks pdf
  
• FastGR: Global Routing on CPU-GPU with Heterogeneous Task Graph Scheduler (Extended Abstract) pdf
  
• NeoMaPy: A Framework for Computing MAP Inference on Temporal Knowledge Graphs pdf
  
• Optimized Crystallographic Graph Generation for Material Science pdf

数据库/数据挖掘/内容检索

SIGMOD

SIGKDD

ICDE

SIGIR

VLDB