Few-Shot Learning

Discourse-Aware In-Context Learning for Temporal Expression Normalization NAACL 2024 Discriminative Language Model as Semantic Consistency Scorer for Prompt-based Few-Shot Text Classification COLING 2024 Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning CVPR 2024 Distilling Causal Effect of Data in Continual Few-shot Relation Learning COLING 2024 Does Few-Shot Learning Suffer from Backdoor Attacks? AAAI 2024 DOGE: Domain Reweighting with Generalization Estimation ICML 2024 Do LLMs Recognize me, When I is not me: Assessment of LLMs Understanding of Turkish Indexical Pronouns in Indexical Shift Contexts ACL 2024 DomainGallery: Few-shot Domain-driven Image Generation by Attribute-centric Finetuning NeurIPS 2024 Domain Gap Embeddings for Generative Dataset Augmentation CVPR 2024 Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation CVPR 2024 Double-Checker: Large Language Model as a Checker for Few-shot Named Entity Recognition EMNLP 2024 Draw Step by Step: Reconstructing CAD Construction Sequences from Point Clouds via Multimodal Diffusion. CVPR 2024 Dual Operating Modes of In-Context Learning ICML 2024 Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models NeurIPS 2024 EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning NAACL 2024 ECR-Chain: Advancing Generative Language Models to Better Emotion-Cause Reasoners through Reasoning Chains IJCAI 2024 EDEntail: An Entailment-based Few-shot Text Classification with Extensional Definition NAACL 2024 Edinburgh Clinical NLP at MEDIQA-CORR 2024: Guiding Large Language Models with Hints NAACL 2024 EditEval: An Instruction-Based Benchmark for Text Improvements CoNLL 2024 Effective Demonstration Annotation for In-Context Learning via Language Model-Based Determinantal Point Process EMNLP 2024 Efficient Adaptation in Mixed-Motive Environments via Hierarchical Opponent Modeling and Planning ICML 2024 Efficient Algorithms for Learning Monophonic Halfspaces in Graphs COLT 2024 Efficient Heterogeneous Meta-Learning via Channel Shuffling Modulation ICLR 2024 Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning NAACL 2024 Efficient Offline Meta-Reinforcement Learning via Robust Task Representations and Adaptive Policy Generation IJCAI 2024