Few-Shot Learning

Few-shot Implicit Function Generation via Equivariance CVPR 2025 Few-Shot Incremental Learning via Foreground Aggregation and Knowledge Transfer for Audio-Visual Semantic Segmentation AAAI 2025 Few-Shot Incremental Multi-modal Learning via Touch Guidance and Imaginary Vision Synthesis IJCAI 2025 Few-Shot Learner Generalizes Across AI-Generated Image Detection ICML 2025 Few-Shot Learning Translation from New Languages EMNLP 2025 Few-Shot Multilingual Coreference Resolution Using Long-Context Large Language Models EMNLP 2025 Few-Shot, No Problem: Descriptive Continual Relation Extraction AAAI 2025 Few-shot Novel Category Discovery IJCAI 2025 Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025 Few-shot Personalization of LLMs with Mis-aligned Responses NAACL 2025 Few-shot Personalized Scanpath Prediction CVPR 2025 Few-Shot Prompting, Full-Scale Confusion: Evaluating Large Language Models for Humor Detection in Croatian Tweets ACL 2025 Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning CVPR 2025 Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Interspeech 2025 Few-Shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks WACV 2025 FIND: Few-Shot Anomaly Inspection with Normal-Only Multi-Modal Data ICCV 2025 Fine-Tuned Llama for Multilingual Text-to-Text Coreference Resolution EMNLP 2025 Fine-Tuning vs Prompting Techniques for Gender-Fair Rewriting of Machine Translations ACL 2025 Flatness Improves Backbone Generalisation in Few-Shot Classification WACV 2025 Flexi-FSCIL: Adaptive Knowledge Retention for Breaking the Stability-Plasticity Dilemma in Few-Shot Class-Incremental Learning ICCV 2025 FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering EMNLP 2025 Foreground-Covering Prototype Generation and Matching for SAM-Aided Few-Shot Segmentation AAAI 2025 Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition AAAI 2025 From Few to Many: Self-Improving Many-Shot Reasoners Through Iterative Optimization and Generation ICLR 2025 From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning NAACL 2025