2023 AI CCF-A Few-Shot Review

2023年度的 AI 顶会已经出炉，在此把关于 Few-Shot Learning, Zero-shot Learning 的部分筛选出来，以供后续学习，整理内容已同步在 Github。

人工智能

会议

AAAI

paper	url
Zero-Shot Linear Combinations of Grounded Social Interactions with Linear Social MDPs	url
Deconstructed Generation-Based Zero-Shot Model	url
DUET: Cross-Modal Semantic Grounding for Contrastive Zero-Shot Learning	url
Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning	url
Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation	url
RankDNN: Learning to Rank for Few-Shot Learning	url
CALIP: Zero-Shot Enhancement of CLIP with Parameter-Free Attention	url
Few-Shot Object Detection via Variational Feature Aggregation	url
Leveraging Sub-class Discimination for Compositional Zero-Shot Learning	url
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from a Conditional Causal Perspective	url
Breaking Immutable: Information-Coupled Prototype Elaboration for Few-Shot Object Detection	url
Robust One-Shot Segmentation of Brain Tissues via Image-Aligned Style Transformation	url
StyleTalk: One-Shot Talking Head Generation with Controllable Speaking Styles	url
FoPro: Few-Shot Guided Robust Webly-Supervised Prototypical Learning	url
Doodle to Object: Practical Zero-Shot Sketch-Based 3D Shape Retrieval	url
Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification	url
End-to-End Zero-Shot HOI Detection via Vision and Language Knowledge Distillation	url
FEditNet: Few-Shot Editing of Latent Semantics in GAN Spaces	url
Few-Shot 3D Point Cloud Semantic Segmentation via Stratified Class-Specific Attention Based Transformer Network	url
Zero-Shot Rumor Detection with Propagation Structure via Prompt Learning	url
Multi-Label Few-Shot ICD Coding as Autoregressive Generation with Prompt	url
Maximum Entropy Population-Based Training for Zero-Shot Human-AI Coordination	url
Dream to Generalize: Zero-Shot Model-Based Reinforcement Learning for Unseen Visual Distractions	url
Better Generalized Few-Shot Learning Even without Base Data	url
Compositional Prototypical Networks for Few-Shot Classification	url
Hypernetworks for Zero-Shot Transfer in Reinforcement Learning	url
ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning	url
Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization	url
Zero-Shot Assistance in Sequential Decision Problems	url
Low Emission Building Control with Zero-Shot Reinforcement Learning	url
Can You Answer This? - Exploring Zero-Shot QA Generalization Capabilities in Large Language Models (Student Abstract)	none
Quantify the Political Bias in News Edits: Experiments with Few-Shot Learners (Student Abstract)	none
A Domain-Transfer Meta Task Design Paradigm for Few-Shot Slot Tagging	none
Zero-Shot Face-Based Voice Conversion: Bottleneck-Free Speech Disentanglement in the Real-World Scenario	none
Zero-Shot Slot Filling with Slot-Prefix Prompting and Attention Relationship Descriptor	none
Boosting Few-Shot Text Classification via Distribution Estimation	none
Prompt-Augmented Linear Probing: Scaling beyond the Limit of Few-Shot In-Context Learners	none
Zero-Shot Cross-Lingual Event Argument Extraction with Language-Oriented Prefix-Tuning	none
High-Level Semantic Feature Matters Few-Shot Unsupervised Domain Adaptation	none
MetaZSCIL: A Meta-Learning Approach for Generalized Zero-Shot Class Incremental Learning	none
Feature Distribution Fitting with Direction-Driven Weighting for Few-Shot Images Classification	none
SpatialFormer: Semantic and Target Aware Attentions for Few-Shot Learning	none
Graph Knows Unknowns: Reformulate Zero-Shot Learning as Sample-Level Graph Recognition	none
Semi-transductive Learning for Generalized Zero-Shot Sketch-Based Image Retrieval	none
Supervised Contrastive Few-Shot Learning for High-Frequency Time Series	none
Cross-Domain Few-Shot Graph Classification with a Reinforced Task Coordinator	none
Few-Shot Composition Learning for Image Retrieval with Prompt Tuning	none
One-Shot Replay: Boosting Incremental Object Detection via Retrospecting One Object	none
Revisiting the Spatial and Temporal Modeling for Few-Shot Action Recognition	none
Progressive Few-Shot Adaptation of Generative Model with Align-Free Spatial Correlation	none
Hypotheses Tree Building for One-Shot Temporal Sentence Localization	none
Exploring Tuning Characteristics of Ventral Stream's Neurons for Few-Shot Image Classification	none

NeurlPS

paper	authors	code
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting	Samuel Dooley	url
LaFTer: Label-Free Tuning of Zero-shot Classifier using Language and Unlabeled Image Collections	Muhammad Jehanzeb Mirza	url
GIMLET: A Unified Graph-Text Model for Instruction-Based Molecule Zero-Shot Learning	Haiteng Zhao	url
Zero-shot causal learning	Hamed Nilforoshan	url
Human-like Few-Shot Learning via Bayesian Reasoning over Natural Language	Kevin Ellis	url
CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion	Anders Nørskov	url
Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration	Qi-Wei Wang	url
Understanding Few-Shot Learning: Measuring Task Relatedness and Adaptation Difficulty via Attributes	Minyang Hu	url
Large Language Models Are Zero-Shot Time Series Forecasters	Nate Gruver	url
Improving Few-Shot Generalization by Exploring and Exploiting Auxiliary Data	Alon Albalak	url
Free-Bloom: Zero-Shot Text-to-Video Generator with LLM Director and LDM Animator	Hanzhuo Huang	url
Language Models Can Improve Event Prediction by Few-Shot Abductive Reasoning	Xiaoming Shi	url
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation	Yuan Wang	url
Defending Pre-trained Language Models as Few-shot Learners against Backdoor Attacks	Zhaohan Xi	url
Revisiting Logistic-softmax Likelihood in Bayesian Meta-Learning for Few-Shot Classification	Tianjun Ke	url
Learning Mask-aware CLIP Representations for Zero-Shot Segmentation	Siyu Jiao	url
Zero-Shot Anomaly Detection via Batch Normalization	Aodong Li	url
Fairness-guided Few-shot Prompting for Large Language Models	Huan Ma	url
FD-Align: Feature Discrimination Alignment for Fine-tuning Pre-Trained Models in Few-Shot Learning	Kun Song	url
A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic Correspondence	Junyi Zhang	url
ExPT: Synthetic Pretraining for Few-Shot Experimental Design	Tung Nguyen	url
Action Inference by Maximising Evidence: Zero-Shot Imitation from Observation with World Models	Xingyuan Zhang	url
Generalizable One-shot 3D Neural Head Avatar	Xueting Li	url
Zero-shot Visual Relation Detection via Composite Visual Cues from Large Language Models	Lin Li	url
Exploring Question Decomposition for Zero-Shot VQA	Zaid Khan	url
Domain Re-Modulation for Few-Shot Generative Domain Adaptation	Yi Wu	url
Black-box Backdoor Defense via Zero-shot Image Purification	Yucheng Shi	url
Focus Your Attention when Few-Shot Classification	Haoqing Wang	url
MeCo: Zero-Shot NAS with One Data and Single Forward Pass via Minimum Eigenvalue of Correlation	Tangyu Jiang	url
Explore to Generalize in Zero-Shot RL	Ev Zisselman	url
EHRSHOT: An EHR Benchmark for Few-Shot Evaluation of Foundation Models	Michael Wornow	url
The Rise of AI Language Pathologists: Exploring Two-level Prompt Learning for Few-shot Weakly-supervised Whole Slide Image Classification	Linhao Qu	url
Shape Non-rigid Kinematics (SNK): A Zero-Shot Method for Non-Rigid Shape Matching via Unsupervised Functional Map Regularized Reconstruction	Souhaib Attaiki	url
Low-shot Object Learning with Mutual Exclusivity Bias	Anh Thai	url
What a MESS: Multi-Domain Evaluation of Zero-Shot Semantic Segmentation	Benedikt Blumenstiel	url
LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning	Atsuyuki Miyai	url
Align Your Prompts: Test-Time Prompting with Distribution Alignment for Zero-Shot Generalization	Jameel Abdul Samadh	url
P-Flow: A Fast and Data-Efficient Zero-Shot TTS through Speech Prompting	Sungwon Kim	none
Alignment with human representations supports robust few-shot learning	Ilia Sucholutsky	none
Meta-AdaM: An Meta-Learned Adaptive Optimizer with Momentum for Few-Shot Learning	Siyuan Sun	none
Embroid: Unsupervised Prediction Smoothing Can Improve Few-Shot Classification	Neel Guha	none
Text-to-Image Diffusion Models are Zero Shot Classifiers	Kevin Clark	none
Meta-Adapter: An Online Few-shot Learner for Vision-Language Model	cheng cheng	none
DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation	Kaipeng Zheng	none
CLIP4HOI: Towards Adapting CLIP for Practical Zero-Shot HOI Detection	Yunyao Mao	none
Extensible Prompts for Language Models on Zero-shot Language Style Customization	Tao Ge	none
Intra-Modal Proxy Learning for Zero-Shot Visual Categorization with CLIP	Qi Qian	none
Adaptive recurrent vision performs zero-shot computation scaling to unseen difficulty levels	Vijay Veerabadran	none
Few-shot Generation via Recalling Brain-Inspired Episodic-Semantic Memory	Zhibin Duan	none
Where2Explore: Few-shot Affordance Learning for Unseen Novel Categories of Articulated Objects	Chuanruo Ning	none
An Efficient End-to-End Training Approach for Zero-Shot Human-AI Coordination	Xue Yan	none
Prototypical Variational Autoencoder for 3D Few-shot Object Detection	Weiliang Tang	none
TexQ: Zero-shot Network Quantization with Texture Feature Distribution Calibration	Xinrui Chen	none

ACL

paper	authors	code
Precise Zero-Shot Dense Retrieval without Relevance Labels	Luyu Gao	url
Few-shot Adaptation Works with UnpredicTable Data	Jun Shern Chan	url
Divide, Conquer, and Combine: Mixture of Semantic-Independent Experts for Zero-Shot Dialogue State Tracking	Qingyue Wang	url
What Makes Pre-trained Language Models Better Zero-shot Learners?	Jinghui Lu	url
Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations	Xinxi Lyu	url
Cold-Start Data Selection for Better Few-shot Language Model Fine-tuning: A Prompt-based Uncertainty Propagation Approach	Yue Yu	url
Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models	Lei Wang	url
Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification	Ke Ji	url
Code4Struct: Code Generation for Few-Shot Event Structure Prediction	Xingyao Wang	url
MANNER: A Variational Memory-Augmented Model for Cross Domain Few-Shot Named Entity Recognition	Jinyuan Fang	url
On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning	Omar Shaikh	url
Prompter: Zero-shot Adaptive Prefixes for Dialogue State Tracking Domain Adaptation	Taha Aksu	url
MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta Learning	Zhenrui Yue	url
Zero-shot Faithful Factual Error Correction	Kung-Hsiang Huang	url
Zero-shot Approach to Overcome Perturbation Sensitivity of Prompts	Mohna Chakraborty	url
miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings	Tassilo Klein	url
RE-Matching: A Fine-Grained Semantic Matching Method for Zero-Shot Relation Extraction	Jun Zhao	url
Few-shot In-context Learning on Knowledge Base Question Answering	Tianle Li	url
Consistent Prototype Learning for Few-Shot Continual Relation Extraction	Xiudi Chen	url
Linguistic representations for fewer-shot relation extraction across domains	Sireesh Gururaja	url
Towards Zero-Shot Multilingual Transfer for Code-Switched Responses	Ting-Wei Wu	url
Zero- and Few-Shot Event Detection via Prompt-Based Meta Learning	Zhenrui Yue	url
Few-Shot Document-Level Event Argument Extraction	Xianjun Yang	url
What does the Failure to Reason with "Respectively" in Zero/Few-Shot Settings Tell Us about Language Models?	Ruixiang Cui	url
PAED: Zero-Shot Persona Attribute Extraction in Dialogues	Luyao Zhu	url
A Universal Discriminator for Zero-Shot Generalization	Haike Xu	url
TART: Improved Few-shot Text Classification Using Task-Adaptive Reference Transformation	Shuo Lei	url
Multitask Pre-training of Modular Prompt for Chinese Few-Shot Learning	Tianxiang Sun	url
Few-shot Event Detection: An Empirical Study and a Unified View	Yubo Ma	url
HINT: Hypernetwork Instruction Tuning for Efficient Zero- and Few-Shot Generalisation	Hamish Ivison	url
MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning	Zhiyang Xu	url
BLOOM+1: Adding Language Support to BLOOM for Zero-Shot Prompting	Zheng-Xin Yong	url
MultiCapCLIP: Auto-Encoding Prompts for Zero-Shot Multilingual Visual Captioning	Bang Yang	url
UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot Summarization	Yulong Chen	url
Model-Generated Pretraining Signals Improves Zero-Shot Generalization of Text-to-Text Transformers	Linyuan Gong	url
C-STANCE: A Large Dataset for Chinese Zero-Shot Stance Detection	Chenye Zhao	url
Generating Structured Pseudo Labels for Noise-resistant Zero-shot Video Sentence Localization	Minghang Zheng	url
PESCO: Prompt-enhanced Self Contrastive Learning for Zero-shot Text Classification	Yau-Shian Wang	url
CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors	Peng Li	url
Pre-trained Language Models Can be Fully Zero-Shot Learners	Xuandong Zhao	url
Few-shot Reranking for Multi-hop QA via Language Model Prompting	Muhammad Khalifa	url
Language Models Get a Gender Makeover: Mitigating Gender Bias with Few-Shot Data Interventions	Himanshu Thakur	url
Evaluating Zero-Shot Event Structures: Recommendations for Automatic Content Extraction (ACE) Annotations	Erica Cai	url
Zero-Shot Prompting for Implicit Intent Prediction and Recommendation with Commonsense Reasoning	Hui-Chi Kuo	url
Enhancing Few-shot Cross-lingual Transfer with Target Language Peculiar Examples	Hwichan Kim	url
UniFine: A Unified and Fine-grained Approach for Zero-shot Vision-Language Understanding	Rui Sun	url
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors	Kai Zhang	url
Generative Zero-Shot Prompt Learning for Cross-Domain Slot Filling with Inverse Prompting	Xuefeng Li	url
Discrete Prompt Optimization via Constrained Generation for Zero-shot Re-ranker	Sukmin Cho	url
Label Agnostic Pre-training for Zero-shot Text Classification	Christopher Clarke	url
CLIPText: A New Paradigm for Zero-shot Text Classification	Libo Qin	url
LMCap: Few-shot Multilingual Image Captioning by Retrieval Augmented Language Model Prompting	Rita Ramos	url
Zero-Shot Text Classification via Self-Supervised Tuning	Chaoqun Liu	url
Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding	Venkata Prabhakara Sarath Nookala	url
X-RiSAWOZ: High-Quality End-to-End Multilingual Dialogue Datasets and Few-shot Agents	Mehrad Moradshahi	url
Boosting Zero-shot Cross-lingual Retrieval by Training on Artificially Code-Switched Data	Robert Litschko	url
ZeroAE: Pre-trained Language Model based Autoencoder for Transductive Zero-shot Text Classification	Kaihao Guo	url
A Simple Yet Strong Domain-Agnostic De-bias Method for Zero-Shot Sentiment Classification	Yang Zhao	url
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks	Zhenhailong Wang	url
Coarse-to-fine Few-shot Learning for Named Entity Recognition	Ruotian Ma	url
Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language Models	Fengzhu Zeng	url
DSP: Discriminative Soft Prompts for Zero-Shot Entity and Relation Extraction	Bo Lv	url
Meta-training with Demonstration Retrieval for Efficient Few-shot Learning	Aaron Mueller	url
Prompt-Based Metric Learning for Few-Shot NER	Yanru Chen	url
Word-level Prefix/Suffix Sense Detection: A Case Study on Negation Sense with Few-shot Learning	Yameng Li	url
MTCue: Learning Zero-Shot Control of Extra-Textual Attributes by Leveraging Unstructured Context in Neural Machine Translation	Sebastian Vincent	url
Zero-Shot Classification by Logical Reasoning on Natural Language Explanations	Chi Han	url
Zero-shot Visual Question Answering with Language Model Feedback	Yifan Du	url
On the Off-Target Problem of Zero-Shot Multilingual Neural Machine Translation	Liang Chen	url
Tab-CoT: Zero-shot Tabular Chain of Thought	Ziqi Jin	url
DePlot: One-shot visual language reasoning by plot-to-table translation	Fangyu Liu	url
Leveraging Training Data in Few-Shot Prompting for Numerical Reasoning	Zhanming Jie	url
Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training	Haode Zhang	url
Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt	Xiaocui Yang	url
ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval	Yue Yu	url
Nano: Nested Human-in-the-Loop Reward Learning for Few-shot Language Model Control	Xiang Fan	url
Improving Zero-shot Multilingual Neural Machine Translation by Leveraging Cross-lingual Consistency Regularization	Pengzhi Gao	url
Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation	Marius Mosbach	url
Serial Contrastive Knowledge Distillation for Continual Few-shot Relation Extraction	Xinyi Wang	url
With Prejudice to None: A Few-Shot, Multilingual Transfer Learning Approach to Detect Social Bias in Low Resource Languages	Nihar Sahoo	url
Making Pre-trained Language Models Better Learn Few-Shot Spoken Language Understanding in More Practical Scenarios	Yufan Wang	url
Zshot: An Open-source Framework for Zero-Shot Named Entity Recognition and Relation Extraction	Gabriele Picco	url
Exploring Zero and Few-shot Techniques for Intent Classification	Soham Parikh	none
"A Little is Enough": Few-Shot Quality Estimation based Corpus Filtering improves Machine Translation	Akshay Batheja	none
Adversarial Knowledge Stimulated Contrastive Prompting for Few-shot Language Learners	Kai Zheng	none
Why Does Zero-Shot Cross-Lingual Generation Fail? An Explanation and a Solution	Tianjian Li	none
DSPM-NLG: A Dual Supervised Pre-trained Model for Few-shot Natural Language Generation in Task-oriented Dialogue System	Yufan Wang	none
MixPAVE: Mix-Prompt Tuning for Few-shot Product Attribute Value Extraction	Li Yang	none
Contrastive Training Improves Zero-Shot Classification of Semi-structured Documents	Muhammad Khalifa	none
LaSQuE: Improved Zero-Shot Classification from Explanations Through Quantifier Modeling and Curriculum Learning	Sayan Ghosh	none
Few-shot Low-resource Knowledge Graph Completion with Reinforced Task Generation	Shichao Pei	none
Few Shot Rationale Generation using Self-Training with Dual Teachers	Aditya Srikanth Veerubhotla	none
QueryForm: A Simple Zero-shot Form Entity Query Framework	Zifeng Wang	none
Better Zero-Shot Reasoning with Self-Adaptive Prompting	Xingchen Wan	none
Task-adaptive Label Dependency Transfer for Few-shot Named Entity Recognition	Shan Zhang	none
Focusing, Bridging and Prompting for Few-shot Nested Named Entity Recognition	Yuanyuan Xu	none
Towards Zero-Shot Persona Dialogue Generation with In-Context Learning	Xinchao Xu	none
Few-shot Classification with Hypersphere Modeling of Prototypes	Ning Ding	none
Modularized Zero-shot VQA with Pre-trained Models	Rui Cao	none
Prompt-based Zero-shot Text Classification with Conceptual Knowledge	Yuki Wang	none
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning	Alexander Hanbo Li	none
Ambiguous Learning from Retrieval: Towards Zero-shot Semantic Parsing	Shan Wu	none
Synthesize, Prompt and Transfer: Zero-shot Conversational Question Generation with Pre-trained Language Model	Hongwei Zeng	none
Dual Class Knowledge Propagation Network for Multi-label Few-shot Intent Detection	Feng Zhang	none
UniEvent: Unified Generative Model with Multi-Dimensional Prefix for Zero-Shot Event-Relational Reasoning	Zhengwei Tao	none
FLamE: Few-shot Learning from Natural Language Explanations	Yangqiaoyu Zhou	none

CVPR

paper	authors	code
CF-Font: Content Fusion for Few-Shot Font Generation	Chi Wang	url
Two-shot Video Object Segmentation	Kun Yan	url
Few-Shot Referring Relationships in Videos	Yogesh Kumar	url
CLIP for All Things Zero-Shot Sketch-Based Image Retrieval, Fine-Grained or Not	Aneeshan Sain	url
Delving into Shape-aware Zero-shot Semantic Segmentation	Xinyu Liu	url
DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection	Jiawei Ma	url
AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection	Yipeng Gao	url
Where is My Spot? Few-shot Image Generation via Latent Subspace Optimization	Chenxi Zheng	url
ZBS: Zero-Shot Background Subtraction via Instance-Level Background Modeling and Foreground Selection	Yongqi An	url
MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation	Yong Yang	url
Exploring Incompatible Knowledge Transfer in Few-shot Image Generation	Yunqing Zhao	url
Glocal Energy-based Learning for Few-Shot Open-Set Recognition	Haoyu Wang	url
Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-Shot Learning with Hyperspherical Embeddings	Daniel J	url
FreeNeRF: Improving Few-Shot Neural Rendering with Free Frequency Regularization	Jiawei Yang	url
StyleRF: Zero-Shot 3D Style Transfer of Neural Radiance Fields	Kunhao Liu	url
NeRFInvertor: High Fidelity NeRF-GAN Inversion for Single-Shot Real Image Animation	Yu Yin	url
Zero-shot Pose Transfer for Unrigged Stylized 3D Characters	Jiashun Wang	url
Zero-Shot Dual-Lens Super-Resolution	Ruikang Xu	url
From Images to Textual Prompts: Zero-shot Visual Question Answering with Frozen Large Language Models	Jiaxian Guo	url
Improving Zero-shot Generalization and Robustness of Multi-Modal Models	Yunhao Ge	url
Hint-Aug: Drawing Hints from Foundation Vision Transformers towards Boosted Few-shot Parameter-Efficient Tuning	Zhongzhi Yu	url
ZegCLIP: Towards Adapting CLIP for Zero-shot Semantic Segmentation	Ziqin Zhou	url
Learning Conditional Attributes for Compositional Zero-Shot Learning	Qingsheng Wang	url
Primitive Generation and Semantic-Related Alignment for Universal Zero-Shot Segmentation	Shuting He	url
A Strong Baseline for Generalized Few-Shot Semantic Segmentation	Sina Hajimiri	url
Zero-Shot Generative Model Adaptation via Image-Specific Prompt Learning	Jiayi Guo	url
Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation	Linglan Zhao	url
Zero-Shot Noise2Noise: Efficient Image Denoising without any Data	Youssef Mansour	url
I2MVFormer: Large Language Model Generated Multi-View Document Supervision for Zero-Shot Image Classification	Muhammad Ferjad Naeem	url
Prompt, Generate, Then Cache: Cascade of Foundation Models Makes Strong Few-Shot Learners	Renrui Zhang	url
Learning Attention as Disentangler for Compositional Zero-Shot Learning	Shaozhe Hao	url
Progressive Semantic-Visual Mutual Adaption for Generalized Zero-Shot Learning	Man Liu	url
Zero-Shot Object Counting	Jingyi Xu	url
OTAvatar: One-Shot Talking Face Avatar with Controllable Tri-Plane Rendering	Zhiyuan Ma	url
One-Shot High-Fidelity Talking-Head Synthesis With Deformable Neural Radiance Field	Weichuang Li	url
MoLo: Motion-Augmented Long-Short Contrastive Learning for Few-Shot Action Recognition	Xiang Wang	url
Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrieval	Kuniaki Saito	url
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models	Zhiqiu Lin	url
Finetune Like You Pretrain: Improved Finetuning of Zero-Shot Vision Models	Sachin Goyal	url
Zero-shot Referring Image Segmentation with Global-Local Context Features	Seonghoon Yu	url
Semantic-Promoted Debiasing and Background Disambiguation for Zero-Shot Instance Segmentation	Shuting He	url
Supervised Masked Knowledge Distillation for Few-Shot Transformers	Han Lin	url
Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images	Ming Y. Lu	url
Bi-Directional Distribution Alignment for Transductive Zero-Shot Learning	Zhicai Wang	url
Revisiting Prototypical Network for Cross Domain Few-Shot Learning	Fei Zhou	url
Dream3D: Zero-Shot Text-to-3D Synthesis Using 3D Shape Prior and Text-to-Image Diffusion Models	Jiale Xu	url
Zero-Shot Everything Sketch-Based Image Retrieval, and in Explainable Style	Fengyin Lin	url
Few-Shot Learning with Visual Distribution Calibration and Cross-Modal Distribution Alignment	Runqi Wang	url
ConZIC: Controllable Zero-shot Image Captioning by Sampling-Based Polishing	Zequn Zeng	url
Decomposed Soft Prompt Guided Fusion Enhancing for Compositional Zero-Shot Learning	Xiaocheng Lu	url
Hierarchical Dense Correlation Distillation for Few-Shot Segmentation	Bohao Peng	url
(ML)\(^2\)P-Encoder: On Exploration of Channel-Class Correlation for Multi-Label Zero-Shot Learning	Ziming Liu	url
Transductive Few-Shot Learning with Prototype-Based Label Propagation by Iterative Graph Refinement	Hao Zhu	url
Open-Set Likelihood Maximization for Few-Shot Learning	Malik Boudiaf	url
Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning	Zeyin Song	url
Hard Sample Matters a Lot in Zero-Shot Quantization	Huantong Li	url
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning	Yuqian Fu	url
One-shot Unsupervised Domain Adaptation with Personalized Diffusion Models	Yasser Benigmim	url
Diversity is Definitely Needed: Improving Model-Agnostic Zero-shot Classification via Stable Diffusion	Jordan Shipard	url
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIP	Mainak Singha	url
AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detection	Wentao Zhu	url
FewSOME: One-Class Few Shot Anomaly Detection with Siamese Networks	Niamh Belton	url
GPr-Net: Geometric Prototypical Network for Point Cloud Few-Shot Learning	Tejas Anvekar	url
One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual Prompt	Sota Kato	url
XDNet: A Few-Shot Meta-Learning Approach for Cross-Domain Visual Inspection	Xian Yeow Lee	url
Zero-shot Unsupervised Transfer Instance Segmentation	Gyungin Shin	url
Real-time Multi-Class Helmet Violation Detection Using Few-Shot Data Sampling Technique and YOLOv8	Armstrong Aboah	url
Few-Shot Depth Completion Using Denoising Diffusion Probabilistic Model	Weihang Ran	none
One-shot skeleton-based action recognition on strength and conditioning exercises	Michael Deyzel	none
Incorporating Visual Grounding In GCN For Zero-shot Learning Of Human Object Interaction Actions	Chinmaya Devaraj	none
Zero-shot Object Classification with Large-scale Knowledge Graph	Kohei Shiba	none
LSFSL: Leveraging Shape Information in Few-shot Learning	Deepan Chakravarthi Padmanabhan	none
Language Models are Causal Knowledge Extractors for Zero-shot Video Question Answering	Hung-Ting Su	none
Zero-Shot Action Recognition with Transformer-based Video Semantic Embedding	Keval Doshi	none
An Effective Crop-Paste Pipeline for Few-shot Object Detection	Shaobo Lin	none
Similar Class Style Augmentation for Efficient Cross-Domain Few-Shot Learning	Manogna Sreenivas	none
Fully-Binarized Distance Computation based On-device Few-Shot Learning for XR applications	Vivek Parmar	none
What Makes a Good Data Augmentation for Few-Shot Unsupervised Image Anomaly Detection?	Lingrui Zhang	none
Explore the Power of Synthetic Data on Few-shot Object Detection	Shaobo Lin	none
Zero-shot Classification at Different Levels of Granularity	Matías Molina	none
Synthetic Sample Selection for Generalized Zero-Shot Learning	Shreyank N. Gowda	none
NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature Forging	Karim Guirguis	none
Few-shot Semantic Image Synthesis with Class Affinity Transfer	Marlène Careil	none
CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation	Samir Yitzhak Gadre	none
AVFormer: Injecting Vision into Frozen Speech Models for Zero-Shot AV-ASR	Paul Hongsuck Seo	none
PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Models	Minghua Liu	none
Few-Shot Geometry-Aware Keypoint Localization	Xingzhe He	none
Zero-Shot Text-to-Parameter Translation for Game Character Auto-Creation	Rui Zhao	none
ProD: Prompting-to-disentangle Domain Knowledge for Cross-domain Few-shot Image Classification	Tianyi Ma	none
Generating Features with Increased Crop-Related Diversity for Few-Shot Object Detection	Jingyi Xu	none
Weak-shot Object Detection through Mutual Knowledge Transfer	Xuanyi Du	none
Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation	Dahyun Kang	none
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation	Jongheon Jeong	none
CLIP-Sculptor: Zero-Shot Generation of High-Fidelity and Diverse Shapes from Natural Language	Aditya Sanghi	none
Master: Meta Style Transformer for Controllable Zero-Shot and Few-Shot Artistic Style Transfer	Hao Tang	none
ViewNet: A Novel Projection-Based Backbone with View Pooling for Few-shot Point Cloud Classification	Jiajing Chen	none
JAWS: Just A Wild Shot for Cinematic Transfer in Neural Radiance Fields	Xi Wang	none
Bi-Level Meta-Learning for Few-Shot Domain Generalization	Xiaorong Qin	none
Boosting Transductive Few-Shot Fine-tuning with Margin-based Uncertainty Weighting and Probability Regularization	Ran Tao	none
Few-Shot Non-Line-of-Sight Imaging with Signal-Surface Collaborative Regularization	Xintong Liu	none
Zero-Shot Model Diagnosis	Jinqi Luo	none
Learning Orthogonal Prototypes for Generalized Few-Shot Semantic Segmentation	Sun-Ao Liu	none
One-Shot Model for Mixed-Precision Quantization	Ivan Koryakovskiy	none
GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task	Huiping Zhuang	none
Meta-Tuning Loss Functions and Data Augmentation for Few-Shot Object Detection	Berkan Demirel	none
Rethinking the Correlation in Few-Shot Segmentation: A Buoys View	Yuan Wang	none
Active Exploration of Multimodal Complementarity for Few-Shot Action Recognition	Yuyang Wanyan	none
Prompt-Guided Zero-Shot Anomaly Action Recognition using Pretrained Deep Skeleton Features	Fumiaki Sato	none
SMAE: Few-shot Learning for HDR Deghosting with Saturation-Aware Masked Autoencoders	Qingsen Yan	none
Rethinking Few-Shot Medical Segmentation: A Vector Quantization View	Shiqi Huang	none
BlendFields: Few-Shot Example-Driven Facial Modeling	Kacper Kania	none

ICML

paper	authors	code
SemSup-XC: Semantic Supervision for Zero and Few-shot Extreme Classification	Pranjal Aggarwal	url
Adaptive IMLE for Few-shot Pretraining-free Generative Modelling	Mehran Aghabozorgi	url
Interval Bound Interpolation for Few-shot Learning with Few Tasks	Shounak Datta	url
SparseGPT: Massive Language Models Can be Accurately Pruned in One-Shot	Elias Frantar	url
One-Shot Federated Conformal Prediction	Pierre Humbert	url
MEWL: Few-shot multimodal word learning with referential uncertainty	Guangyuan Jiang	url
Cooperative Open-ended Learning Framework for Zero-Shot Coordination	Yang Li	url
TR0N: Translator Networks for 0-Shot Plug-and-Play Conditional Generation	Zhaoyan Liu	url
A Closer Look at Few-shot Classification Again	Xu Luo	url
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning	Yu Meng	url
CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets	Zachary Novack	url
One-Shot Compression of Large Edge-Exchangeable Graphs using Bits-Back Coding	Daniel Severo	url
MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks	Wenfang Sun	url
Abstract-to-Executable Trajectory Translation for One-Shot Task Generalization	Stone Tao	url
Target-Aware Generative Augmentations for Single-Shot Adaptation	Kowshik Thopalli	url
PreNAS: Preferred One-Shot Learning Towards Efficient Neural Architecture Search	Haibin Wang	url
Online Prototype Alignment for Few-shot Policy Transfer	Qi Yi	url
ESC: Exploration with Soft Commonsense Constraints for Zero-shot Object Navigation	Kaiwen Zhou	none
One-shot Imitation in a Non-Stationary Environment via Multi-Modal Skill	Sangwoo Shin	none
DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature	Eric Mitchell	none
GeCoNeRF: Few-shot Neural Radiance Fields via Geometric Consistency	Min-seop Kwak	none
Efficient Training of Language Models using Few-Shot Learning	Sashank J. Reddi	none
The Unreasonable Effectiveness of Few-shot Learning for Machine Translation	Xavier Garcia	none
Diversity-enhancing Generative Network for Few-shot Hypothesis Adaptation	Ruijiang Dong	none
Evolving Semantic Prototype Improves Generative Zero-Shot Learning	Shiming Chen	none
A Simple Zero-shot Prompt Weighting Technique to Improve Prompt Ensembling in Text-Image Models	James Urquhart Allingham	none

IJCAI

paper	authors	code
WBFlow: Few-shot White Balance for sRGB Images via Reversible Neural Flows	Chunxiao Li	url
Compositional Zero-Shot Artistic Font Synthesis	Xiang Li	url
FGNet: Towards Filling the Intra-class and Inter-class Gaps for Few-shot Segmentation	Yuxuan Zhang	url
Learning to Learn from Corrupted Data for Few-Shot Learning	Yuexuan An	url
Boosting Few-Shot Open-Set Recognition with Multi-Relation Margin Loss	Yongjuan Che	url
Learning to Speak from Text: Zero-Shot Multilingual Text-to-Speech with Unsupervised Text Pretraining	Takaaki Saeki	url
Unsupervised and Few-Shot Parsing from Pretrained Language Models (Extended Abstract)	Zhiyuan Zeng	none
Learning Few-shot Sample-set Operations for Noisy Multi-label Aspect Category Detection	Shiman Zhao	none
KMF: Knowledge-Aware Multi-Faceted Representation Learning for Zero-Shot Node Classification	Likang Wu	none
Few-shot Classification via Ensemble Learning with Multi-Order Statistics	Sai Yang	none
Hierarchical Prompt Learning for Compositional Zero-Shot Recognition	Henan Wang	none
VS-Boost: Boosting Visual-Semantic Association for Generalized Zero-Shot Learning	Xiaofan Li	none
Clustered-patch Element Connection for Few-shot Learnin	Jinxiang Lai	none
RZCR: Zero-shot Character Recognition via Radical-based Reasoning	Xiaolei Diao	none
Null-Space Diffusion Sampling for Zero-Shot Point Cloud Completion	Xinhua Cheng	none

期刊

AI

未查阅到相关文献。

TPAMI

paper	authors	code
Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild	Yang Xiao	url
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks	Han-Jia Ye	url
Holistic Prototype Activation for Few-Shot Segmentation	Gong Cheng	url
Repurposing GANs for One-Shot Semantic Part Segmentation	Nontawat Tritrong	url
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning	Chi Zhang	url
Defensive Few-Shot Learning	Wenbin Li	url
Few-Shot Drug Synergy Prediction With a Prior-Guided Hypernetwork Architecture	Qing-Qing Zhang	url
From Instance to Metric Calibration: A Unified Framework for Open-World Few-Shot Learning	Yuexuan An	url
Base and Meta: A New Perspective on Few-Shot Segmentation	Chunbo Lang	url
Dual Adaptive Representation Alignment for Cross-Domain Few-Shot Learning	Yifan Zhao	url
One-Shot Adaptation of GAN in Just One CLIP	Gihyun Kwon	url
Prototype Completion for Few-Shot Learning	Baoquan Zhang	url
Zero-Shot Hyperspectral Sharpening	Renwei Dian	url
Meta-DETR: Image-Level Few-Shot Detection With Inter-Class Correlation Exploitation	Gongjie Zhang	url
TransZero++: Cross Attribute-Guided Transformer for Zero-Shot Learning	Shiming Chen	url
End-to-End One-Shot Human Parsing	Haoyu He	url
Generative Multi-Label Zero-Shot Learning	Akshita Gupta	url
LibFewShot: A Comprehensive Library for Few-Shot Learning	Wenbin Li	url
Omni-Training: Bridging Pre-Training and Meta-Training for Few-Shot Learning	Yang Shu	url
Reconstruction Guided Meta-Learning for Few Shot Open Set Recognition	Sayak Nag	none
MMT: Cross Domain Few-Shot Learning via Meta-Memory Transfer	Wenjian Wang	none
MNGNAS: Distilling Adaptive Combination of Multiple Searched Networks for One-Shot Neural Architecture Search	Zhihua Chen	none
Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks	Da-Wei Zhou	none
Learnable Distribution Calibration for Few-Shot Class-Incremental Learning	Binghao Liu	none
No Adversaries to Zero-Shot Learning: Distilling an Ensemble of Gaussian Feature Generators	Jacopo Cavazza	none
Few-Shot Partial Multi-View Learning	Yuan Zhou	none
Few-Shot Multi-Agent Perception With Ranking-Based Feature Learning	Chenyou Fan	none
Transferring Knowledge From Text to Video: Zero-Shot Anticipation for Procedural Actions	Fadime Sener	none
PatchMix Augmentation to Identify Causal Features in Few-Shot Learning	Chengming Xu	none
Domain-Specific Priors and Meta Learning for Few-Shot First-Person Action Recognition	Huseyin Coskun	none
A Survey of Self-Supervised and Few-Shot Object Detection	Gabriel Huang	none
A Review of Generalized Zero-Shot Learning Methods	Farhad Pourpanah	none
TN-ZSTAD: Transferable Network for Zero-Shot Temporal Activity Detection	Lingling Zhang	none
Dynamic Support Network for Few-Shot Class Incremental Learning	Boyu Yang	none
Dataset Bias in Few-Shot Image Recognition	Shuqiang Jiang	none
Towards Zero-Shot Sign Language Recognition	Yunus Can Bilge	none

IJCV

paper	authors	code
Universal Prototype Transport for Zero-Shot Action Recognition and Localization	Pascal Mettes	url
Semantics-Guided Intra-Category Knowledge Transfer for Generalized Zero-Shot Learning	Fu-En Yang	none
Meta Attention-Generation Network for Cross-Granularity Few-Shot Learning	Wenwen Qiang	none
A Closer Look at Few-Shot 3D Point Cloud Classification	Chuangguan Ye	none
Few-Shot Learning with Complex-Valued Neural Networks and Dependable Learning	Runqi Wang	none

JMLR

paper	authors	code
Atlas: Few-shot Learning with Retrieval Augmented Language Models	Gautier Izacard	url

数据库/数据挖掘/内容检索

会议

SIGMOD

未查阅到相关文献。

SIGKDD

paper	authors	code
MetricPrompt: Prompting Model as a Relevance Metric for Few-shot Text Classification	Hongyuan Dong	url
CLUR: Uncertainty Estimation for Few-Shot Text Classification with Contrastive Learning	Jianfeng He	url
Task-Equivariant Graph Few-shot Learning	Sungwon Kim	url
Few-shot Low-resource Knowledge Graph Completion with Multi-view Task Representation Generation	Shichao Pei	url
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging Data	Yao Su	url
Federated Few-shot Learning	Song Wang	url
Contrastive Meta-Learning for Few-shot Node Classification	Song Wang	url
Online Few-Shot Time Series Classification for Aftershock Detection	Sheng Zhong	none
Virtual Node Tuning for Few-shot Node Classification	Zhen Tan	none

ICDE

paper	authors	code
Fed-SC: One-Shot Federated Subspace Clustering over High-Dimensional Data	Songjie Xie	none
Few-Shot Named Entity Recognition via Meta-Learning (Extended Abstract)	Jing Li	none

SIGIR

paper	authors	code
Normalizing Flow-based Neural Process for Few-Shot Knowledge Graph Completion	Linhao Luo	url
A Simple yet Effective Framework for Few-Shot Aspect-Based Sentiment Analysis	Zengzhi Wang	url
Learning to Ask Questions for Zero-shot Dialogue State Tracking	Diogo Tavares	url
One-Shot Labeling for Automatic Relevance Estimation	Sean MacAvaney	url
SPRINT: A Unified Toolkit for Evaluating and Demystifying Zero-shot Neural Sparse Retrieval	Nandan Thakur	url
HiPrompt: Few-Shot Biomedical Knowledge Fusion via Hierarchy-Oriented Prompting	Jiaying Lu	none
Calibration Learning for Few-shot Novel Product Description	Zheng Liu

VLDB

未查阅到相关文献。

期刊

TODS

未查阅到相关文献。

TOIS

paper	authors	code
Few-shot Aspect Category Sentiment Analysis via Meta-learning	Bin Liang

TKDE

paper	authors	code
Towards Hard Few-Shot Relation Classification	Jiale Han	url
Few-Shot Semantic Relation Prediction Across Heterogeneous Graphs	Pengfei Ding	none
Modeling Reviews for Few-Shot Recommendation via Enhanced Prototypical Network	Tingting Liang	none
Subgraph-Aware Few-Shot Inductive Link Prediction Via Meta-Learning	Shuangjia Zheng	none
MuL-GRN: Multi-Level Graph Relation Network for Few-Shot Node Classification	Lingling Zhang	none
Zero-Shot Hashing via Asymmetric Ratio Similarity Matrix	Yang Shi	none
Granularity-Aware Area Prototypical Network With Bimargin Loss for Few Shot Relation Classification	Haopeng Ren	none
Dynamic Prototype Network Based on Sample Adaptation for Few-Shot Malware Detection	Yuhan Chai	none

VLDBJ

未查阅到相关文献。