Few-Shot Learning

One-for-All Few-Shot Anomaly Detection via Instance-Induced Prompt Learning ICLR 2025 One-shot 3D Object Canonicalization based on Geometric and Semantic Consistency CVPR 2025 On LLM-Based Scientific Inductive Reasoning Beyond Equations EMNLP 2025 OPI-DRO-HEL at SemEval-2025 Task 9: Integrating Transformer-Based Classification with LLM-Assisted Few-Shot Learning for Food Hazard Detection SemEval 2025 Opt-ICL at LeWiDi-2025: Maximizing In-Context Signal from Rater Examples via Meta-Learning EMNLP 2025 OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025 OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP CVPR 2025 Pairwise Prompt-Based Tuning with Parameter Efficient Fast Adaptation for Generalized Zero-Shot Intent Detection NAACL 2025 PALI-NLP at SemEval 2025 Task 1: Multimodal Idiom Recognition and Alignment SemEval 2025 PAL: Sample-Efficient Personalized Reward Modeling for Pluralistic Alignment ICLR 2025 ParaICL: Towards Parallel In-Context Learning NAACL 2025 Partial Order-centered Hyperbolic Representation Learning for Few-shot Relation Extraction COLING 2025 PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning AAAI 2025 PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification AAAI 2025 PersonalLLM: Tailoring LLMs to Individual Preferences ICLR 2025 PICD-Instruct: A Generative Instruction Learning Framework for Few-Shot Multi-Intent Spoken Language Understanding EMNLP 2025 PICLe: Pseudo-annotations for In-Context Learning in Low-Resource Named Entity Detection NAACL 2025 PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025 Position: Don’t Use the CLT in LLM Evals With Fewer Than a Few Hundred Datapoints ICML 2025 Predicate Hierarchies Improve Few-Shot State Classification ICLR 2025 Probabilistic Prototype Calibration of Vision-language Models for Generalized Few-shot Semantic Segmentation ICCV 2025 Program of Thoughts for Financial Reasoning: Leveraging Dynamic In-Context Examples and Generative Retrieval EMNLP 2025 ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models CVPR 2025 PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models ACL 2025 PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from related Example Banks NAACL 2025