Few-Shot Learning

Prototype antithesis for biological few-shot class-incremental learning ICLR 2025 Prototype Tuning: A Meta-Learning Approach for Few-Shot Document-Level Relation Extraction with Large Language Models NAACL 2025 Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning CVPR 2025 Pseudo Informative Episode Construction for Few-Shot Class-Incremental Learning AAAI 2025 PVChat: Personalized Video Chat with One-Shot Learning ICCV 2025 PyBangla at BLP-2025 Task 2: Enhancing Bangla-to-Python Code Generation with Iterative Self-Correction and Multilingual Agents AACL 2025 Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval IJCNLP 2025 Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms AAAI 2025 QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025 Quality Assessment of Tabular Data using Large Language Models and Code Generation EMNLP 2025 RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning Based on Emotional Information ACL 2025 Random Registers for Cross-Domain Few-Shot Learning ICML 2025 Reactive Diffusion Policy: Slow-Fast Visual-Tactile Policy Learning for Contact-Rich Manipulation RSS 2025 ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning EMNLP 2025 Reconstruction Target Matters in Masked Image Modeling for Cross-Domain Few-Shot Learning AAAI 2025 Region-Based Optimization in Continual Learning for Audio Deepfake Detection AAAI 2025 Relation Extraction or Pattern Matching? Unravelling the Generalisation Limits of Language Models for Biographical RE IJCNLP 2025 Rethinking Few-Shot Adaptation of Vision-Language Models in Two Stages CVPR 2025 Rethinking Few Shot CLIP Benchmarks: A Critical Analysis in the Inductive Setting ICCV 2025 Rethinking Invariance in In-context Learning ICLR 2025 Retrieval-Augmented Generation for Large Language Model based Few-shot Chinese Spell Checking COLING 2025 Retrieval Augmented Instruction Tuning for Open NER with Large Language Models COLING 2025 Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning AAAI 2025 Retriv at BLP-2025 Task 2: Test-Driven Feedback-Guided Framework for Bangla-to-Python Code Generation AACL 2025 Revealing the impact of synthetic native samples and multi-tasking strategies in Hindi-English code-mixed humour and sarcasm detection EMNLP 2025