Few-Shot Learning

Few-shot domain adaptation for named-entity recognition via joint constrained k-means and subspace selection COLING 2025 Few-Shot Fine-Grained Image Classification with Progressively Feature Refinement and Continuous Relationship Modeling AAAI 2025 Few-Shot Incremental Learning via Foreground Aggregation and Knowledge Transfer for Audio-Visual Semantic Segmentation AAAI 2025 Few-Shot, No Problem: Descriptive Continual Relation Extraction AAAI 2025 Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025 Few-Shot Pattern Detection via Template Matching and Regression ICCV 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 FIND: Few-Shot Anomaly Inspection with Normal-Only Multi-Modal Data ICCV 2025 FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example Generation ACL 2025 Flexi-FSCIL: Adaptive Knowledge Retention for Breaking the Stability-Plasticity Dilemma in Few-Shot Class-Incremental Learning ICCV 2025 FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification CVPR 2025 FontAnimate: High Quality Few-shot Font Generation via Animating Font Transfer Process ICCV 2025 Foreground-Covering Prototype Generation and Matching for SAM-Aided Few-Shot Segmentation AAAI 2025 From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025 FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding COLING 2025 FS-KEN: Few-shot Knowledge Graph Reasoning by Adversarial Negative Enhancing IJCAI 2025 FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025 Generalizable Object Re-Identification via Visual In-Context Prompting ICCV 2025 Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model CVPR 2025 Generate, Refine, and Encode: Leveraging Synthesized Novel Samples for On-the-Fly Fine-Grained Category Discovery ICCV 2025 Generating Complex Question Decompositions in the Face of Distribution Shifts NAACL 2025 Generating Financial News Articles from Factors of Stock Price Rise / Decline by LLMs COLING 2025 Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images WACV 2025