2023 TOP Graph Journal Review

2023 年度的顶刊已经出炉，在此把关于 Graph 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

AI

• AutoSTG+: An automatic framework to discover the optimal network for spatio-temporal graph prediction pdf
• Improved local search for the minimum weight dominating set problem in massive graphs by using a deep optimization mechanism pdf
• Corrigendum to “Separators and adjustment sets in causal graphs: Complete criteria and an algorithmic framework” pdf
• Multi-modal graph contrastive encoding for neural machine translation pdf
• Privacy-preserving graph convolution network for federated item recommendation pdf

TPAMI

• Learning Representations by Graphical Mutual Information Estimation and Maximization pdf code
• Neighborhood Preserving Kernels for Attributed Graphs pdf code
• Representing Graphs via Gromov-Wasserstein Factorization pdf code
• Bilinear Scoring Function Search for Knowledge Graph Learning pdf code
• Differentiable Graph Module (DGM) for Graph Convolutional Networks pdf code
• Reinforced Causal Explainer for Graph Neural Networks pdf code
• Self-Supervised Learning of Graph Neural Networks: A Unified Review pdf code
• Unsupervised Feature Selection via Graph Regularized Nonnegative CP Decomposition pdf code
• Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark Study pdf code
• SIGN: Statistical Inference Graphs Based on Probabilistic Network Activity Interpretation pdf code
• Debiased Scene Graph Generation for Dual Imbalance Learning pdf code
• Hierarchical Prototype Networks for Continual Graph Representation Learning pdf code
• Integrating Multi-Label Contrastive Learning With Dual Adversarial Graph Neural Networks for Cross-Modal Retrieval pdf code
• Permute Me Softly: Learning Soft Permutations for Graph Representations pdf code
• Tensorized Bipartite Graph Learning for Multi-View Clustering pdf code
• Dynamic Graph Message Passing Networks pdf code
• Explainability in Graph Neural Networks: A Taxonomic Survey pdf code
• Graph Neural Networks in Network Neuroscience pdf code
• Robust Point Cloud Registration Framework Based on Deep Graph Matching pdf code
• Semi-Supervised Hierarchical Graph Classification pdf code
• Dynamic Graph Message Passing Networks pdf code
  
• Explainability in Graph Neural Networks: A Taxonomic Survey pdf code
  
• Graph Neural Networks in Network Neuroscience pdf code
  
• Robust Point Cloud Registration Framework Based on Deep Graph Matching pdf code
  
• Semi-Supervised Hierarchical Graph Classification pdf code
  
• Second-Order Pooling for Graph Neural Networks pdf code
  
• HiGCIN: Hierarchical Graph-Based Cross Inference Network for Group Activity Recognition pdf code
  
• Combinatorial Learning of Robust Deep Graph Matching: An Embedding Based Approach pdf code
  
• Learning Multi-Attention Context Graph for Group-Based Re-Identification pdf code
  
• Co-Embedding of Nodes and Edges With Graph Neural Networks pdf code
  
• Differentially Private Graph Neural Networks for Whole-Graph Classification pdf code
  
• Learning View-Based Graph Convolutional Network for Multi-View 3D Shape Analysis pdf code
  
• One-Hot Graph Encoder Embedding pdf code
  
• A Generic Graph-Based Neural Architecture Encoding Scheme With Multifaceted Information pdf code
  
• A New Outlier Removal Strategy Based on Reliability of Correspondence Graph for Fast Point Cloud Registration pdf code
  
• GCNet: Graph Completion Network for Incomplete Multimodal Learning in Conversation pdf code
  
• SIGMA++: Improved Semantic-Complete Graph Matching for Domain Adaptive Object Detection pdf code
  
• AGConv: Adaptive Graph Convolution on 3D Point Clouds pdf code
  
• muxGNN: Multiplex Graph Neural Network for Heterogeneous Graphs pdf code
  
• RelTR: Relation Transformer for Scene Graph Generation pdf code
  
• Source-Free Progressive Graph Learning for Open-Set Domain Adaptation pdf code
  
• Entity-Graph Enhanced Cross-Modal Pretraining for Instance-Level Product Retrieval pdf code
  
• Contrastive Video Question Answering via Video Graph Transformer pdf code
  
• A Heterogeneous Graph to Abstract Syntax Tree Framework for Text-to-SQL pdf code
  
• HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene Encoding pdf code
  
• STAR-FC: Structure-Aware Face Clustering on Ultra-Large-Scale Graphs pdf code
  
• Multiscale Dynamic Graph Representation for Biometric Recognition With Occlusions pdf code
  
• Long and Short-Range Dependency Graph Structure Learning Framework on Point Cloud pdf
  
• Label Efficient Regularization and Propagation for Graph Node Classification pdf
  
• Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis pdf
  
• Adaptive Fine-Grained Predicates Learning for Scene Graph Generation pdf
  
• Relational Temporal Graph Reasoning for Dual-Task Dialogue Language Understanding pdf
  
• Graph Neural Network Meets Sparse Representation: Graph Sparse Neural Networks via Exclusive Group Lasso pdf
  
• Variational Cross-Graph Reasoning and Adaptive Structured Semantics Learning for Compositional Temporal Grounding pdf
  
• Unbiased Scene Graph Generation via Two-Stage Causal Modeling pdf
  
• Learning to Infer Unseen Single-/ Multi-Attribute-Object Compositions With Graph Networks pdf
  
• Learning Hidden Graphs From Samples pdf
  
• Discourse-Aware Graph Networks for Textual Logical Reasoning pdf
  
• Constrained Structure Learning for Scene Graph Generation pdf
  
• Sparse Quadratic Approximation for Graph Learning pdf
  
• Unsupervised Learning of Graph Matching With Mixture of Modes via Discrepancy Minimization pdf
  
• Neural Belief Propagation for Scene Graph Generation pdf
  
• Large-Scale Clustering With Structured Optimal Bipartite Graph pdf
  
• Graph Theory Based Large-Scale Machine Learning With Multi-Dimensional Constrained Optimization Approaches for Exact Epidemiological Modeling of Pandemic Diseases pdf
  
• Graph Neural Network and Spatiotemporal Transformer Attention for 3D Video Object Detection From Point Clouds pdf
  
• SceneHGN: Hierarchical Graph Networks for 3D Indoor Scene Generation With Fine-Grained Geometry pdf
  
• Non-Graph Data Clustering via \(\mathcal{O}(n)\) Bipartite Graph Convolution pdf
  
• Graph Diffusion Convolutional Network for Skeleton Based Semantic Recognition of Two-Person Actions pdf
  
• Structure Evolution on Manifold for Graph Learning pdf
  
• Fourier-Based and Rational Graph Filters for Spectral Processing pdf
  
• LogicENN: A Neural Based Knowledge Graphs Embedding Model With Logical Rules pdf
  
• Fashion Retrieval via Graph Reasoning Networks on a Similarity Pyramid pdf
  
• Learning Graph Convolutional Networks for Multi-Label Recognition and Applications pdf
  
• Learning Multi-View Interactional Skeleton Graph for Action Recognition pdf
  
• Revisiting 2D Convolutional Neural Networks for Graph-Based Applications pdf
  
• Guest Editorial: Introduction to the Special Section on Graphs in Vision and Pattern Analysis pdf
  
• A Systematic Survey on Deep Generative Models for Graph Generation pdf
  
• Unsupervised Graph Embedding via Adaptive Graph Learning pdf
  
• Relation Matters: Foreground-Aware Graph-Based Relational Reasoning for Domain Adaptive Object Detection pdf
  
• Group Contrastive Self-Supervised Learning on Graphs pdf
  
• Are Graph Convolutional Networks With Random Weights Feasible? pdf
  
• Graph Learning on Millions of Data in Seconds: Label Propagation Acceleration on Graph Using Data Distribution pdf
  
• Duality-Induced Regularizer for Semantic Matching Knowledge Graph Embeddings pdf
  
• Point Cloud Sampling via Graph Balancing and Gershgorin Disc Alignment pdf
  
• Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting pdf
  
• Efficient Variational Bayes Learning of Graphical Models With Smooth Structural Changes pdf
  
• A Comprehensive Survey of Scene Graphs: Generation and Application pdf

IJCV

• Recurrent Graph Neural Networks for Video Instance Segmentation pdf code
• Bipartite Graph Reasoning GANs for Person Pose and Facial Image Synthesis pdf code
• Importance First: Generating Scene Graph of Human Interest pdf code
• Automatic Generation of 3D Scene Animation Based on Dynamic Knowledge Graphs and Contextual Encoding pdf code

JMLR

• Bayesian Spiked Laplacian Graphs pdf code
  
• Sampling random graph homomorphisms and applications to network data analysis pdf code
  
• Graph-Aided Online Multi-Kernel Learning pdf code
  
• Benchmarking Graph Neural Networks pdf code
  
• Inference for a Large Directed Acyclic Graph with Unspecified Interventions pdf code
  
• Fitting Autoregressive Graph Generative Models through Maximum Likelihood Estimation pdf code
  
• A Unified Framework for Optimization-Based Graph Coarsening pdf code
  
• Graph Clustering with Graph Neural Networks pdf code
  
• Large sample spectral analysis of graph-based multi-manifold clustering pdf code
  
• Factor Graph Neural Networks pdf code
  
• Quantifying Network Similarity using Graph Cumulants pdf code
  
• Sparse Graph Learning from Spatiotemporal Time Series pdf code
  
• Graph Attention Retrospective pdf code
  
• Combinatorial Optimization and Reasoning with Graph Neural Networks pdf
  
• An Annotated Graph Model with Differential Degree Heterogeneity for Directed Networks pdf

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