Few-Shot Learning

Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer AAAI 2025 Enhancing Multi-party Dialogue Discourse Parsing with Explanation Generation COLING 2025 Enhancing the Prototype Network with Local-to-Global Optimization for Few-Shot Relation Extraction NAACL 2025 Enhancing Vision-Language Few-Shot Adaptation with Negative Learning WACV 2025 Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning AAAI 2025 EpiCoDe: Boosting Model Performance Beyond Training with Extrapolation and Contrastive Decoding ACL 2025 Evaluating LLMs’ Reasoning Over Ordered Procedural Steps IJCNLP 2025 Evaluating LLMs with Multiple Problems at once ACL 2025 Evaluating the Capabilities of Large Language Models for Multi-label Emotion Understanding COLING 2025 ExpertGenQA: Open-ended QA generation in Specialized Domains EMNLP 2025 Exploring In-context Example Generation for Machine Translation ACL 2025 Exploring LLM Priming Strategies for Few-Shot Stance Classification ACL 2025 Exploring Task-Level Optimal Prompts for Visual In-Context Learning AAAI 2025 Exploring the Better Multimodal Synergy Strategy for Vision-Language Models AAAI 2025 Exploring the Role of Transliteration in In-Context Learning for Low-resource Languages Written in Non-Latin Scripts EMNLP 2025 Factors Affecting Translation Quality in In-context Learning for Multilingual Medical Domain EMNLP 2025 FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation AAAI 2025 Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments ICML 2025 Feature Decomposition-Recomposition in Large Vision-Language Model for Few-Shot Class-Incremental Learning ICCV 2025 Federated Few-Shot Class-Incremental Learning ICLR 2025 Federated In-Context Learning: Iterative Refinement for Improved Answer Quality ICML 2025 FedFSL-CFRD: Personalized Federated Few-Shot Learning with Collaborative Feature Representation Disentanglement AAAI 2025 Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025 Few-Shot Coreference Resolution with Semantic Difficulty Metrics and In-Context Learning EMNLP 2025 Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models ICCV 2025