Few-Shot Learning

Black-Box Test-Time Prompt Tuning for Vision-Language Models AAAI 2025 Boosting Few-Shot Open-Set Object Detection via Prompt Learning and Robust Decision Boundary IJCAI 2025 Bridging Molecular Graphs and Large Language Models AAAI 2025 Can Large Language Models Classify and Generate Antimicrobial Resistance Genes? ACL 2025 Can LLMs Directly Retrieve Passages for Answering Questions from Qur’an? EMNLP 2025 Can LLMs Help Create Grammar?: Automating Grammar Creation for Endangered Languages with In-Context Learning COLING 2025 Can LLMs Reliably Simulate Human Learner Actions? A Simulation Authoring Framework for Open-Ended Learning Environments AAAI 2025 Can Multimodal Large Language Models Truly Perform Multimodal In-Context Learning? WACV 2025 Can You Share Your Story? Modeling Clients’ Metacognition and Openness for LLM Therapist Evaluation ACL 2025 Causal Denoising Prototypical Network for Few-Shot Multi-label Aspect Category Detection ACL 2025 CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning IJCAI 2025 Classifying Unreliable Narrators with Large Language Models ACL 2025 Clear Up Confusion: Iterative Differential Generation for Fine-grained Intent Detection with Contrastive Feedback COLING 2025 COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation CVPR 2025 CodeMixBench: Evaluating Code-Mixing Capabilities of LLMs Across 18 Languages EMNLP 2025 COGNATE: Acceleration of Sparse Tensor Programs on Emerging Hardware using Transfer Learning ICML 2025 Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News Detection AAAI 2025 COLLAGE: Adaptive Fusion-based Retrieval for Augmented Policy Learning CoRL 2025 COMI-LINGUA: Expert Annotated Large-Scale Dataset for Multitask NLP in Hindi-English Code-Mixing EMNLP 2025 Concentrate on Weakness: Mining Hard Prototypes for Few-Shot Medical Image Segmentation IJCAI 2025 ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) AAAI 2025 Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot Learning IJCAI 2025 Context-Aware Multimodal Pretraining CVPR 2025 Contextual Experience Replay for Self-Improvement of Language Agents ACL 2025 Continual Learning Using Only Large Language Model Prompting COLING 2025