Few-Shot Learning

The Alchemy of Thought: Understanding In-Context Learning Through Supervised Classification IJCNLP 2025 The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation CVPR 2025 The Good, the Bad, and the Debatable: A Survey on the Impacts of Data for In-Context Learning EMNLP 2025 Think Globally, Group Locally: Evaluating LLMs Using Multi-Lingual Word Grouping Games EMNLP 2025 TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data AAAI 2025 TORSO: Template-Oriented Reasoning Towards General Tasks EMNLP 2025 Towards Cross-Lingual Audio Abuse Detection in Low-Resource Settings with Few-Shot Learning COLING 2025 Towards Effective Foundation Model Adaptation for Extreme Cross-Domain Few-Shot Learning ICCV 2025 Towards Few-Shot Training-Free Anomaly Sound Detection Interspeech 2025 Towards Robust Few-Shot Relation Classification: Incorporating Relation Description with Agreement EMNLP 2025 Translating Tax Law to Code with LLMs: A Benchmark and Evaluation Framework EMNLP 2025 Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning CVPR 2025 TTT-Bench: A Benchmark for Evaluating Reasoning Ability with Simple and Novel Tic-Tac-Toe-style Games EMNLP 2025 TWIST & SCOUT: Grounding Multimodal LLM-Experts by Forget-Free Tuning ICCV 2025 Twofold Debiasing Enhances Fine-Grained Learning with Coarse Labels AAAI 2025 Uncertain Multimodal Intention and Emotion Understanding in the Wild CVPR 2025 Uncertainty Awareness Enables Efficient Labeling for Cancer Subtyping in Digital Pathology WACV 2025 UncleLM at SemEval-2025 Task 11: RAG-Based Few-Shot Learning and Fine-Tuned Encoders for Multilingual Emotion Detection SemEval 2025 UnCo: Uncertainty-Driven Collaborative Framework of Large and Small Models for Grounded Multimodal NER EMNLP 2025 UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning CVPR 2025 UNICL-SAM: Uncertainty-Driven In-Context Segmentation with Part Prototype Discovery CVPR 2025 Unified Medical Lesion Segmentation via Self-referring Indicator CVPR 2025 UniMatch: Universal Matching from Atom to Task for Few-Shot Drug Discovery ICLR 2025 Unknown Text Learning for CLIP-based Few-Shot Open-set Recognition ICCV 2025 Unleashing LLM Reasoning Capability via Scalable Question Synthesis from Scratch ACL 2025