few-shot learning

STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences WACV 2026 Stop Mixing Things Up! BISCUIT Teaches Vision-Language Models to Learn New Concepts from Images on the Spot AAAI 2026 Structured Semantic Information Helps Retrieve Better Examples for In-Context Learning Applied to Few-Shot Relation Extraction ACL 2026 ST-VLM: A Spatial-to-Image Multimodal Spatial-Temporal Prediction Framework with Vision-Language Model AAAI 2026 StyleProto: Style-Augmented Prototype Learning for Cross-Domain Few-Shot Object Detection AAAI 2026 SubspaceAD: Training-Free Few-Shot Anomaly Detection via Subspace Modeling CVPR 2026 SWIFT: Sliding Window Reconstruction for Few-Shot Training-Free Generated Video Attribution CVPR 2026 T3Time: Tri-Modal Time Series Forecasting via Adaptive Multi-Head Alignment and Residual Fusion AAAI 2026 TAPE: Task-Adaptive Prototype Evolution in Audio-Language Models for Fully Few-shot Class-incremental Audio Classification CVPR 2026 Task-Conditioned 3D U-Nets via Hypernetworks for Data-Scarce Medical Segmentation MIDL 2026 Task-Level Instructions Induction for Audio Question Answering from Few Examples EACL 2026 Task-Oriented Data Synthesis and Control-Rectify Sampling for Remote Sensing Semantic Segmentation CVPR 2026 Task-Specific Distance Correlation Matching for Few-Shot Action Recognition AAAI 2026 TeleAI at SemEval-2026 Task 4: Few-Shot Narrative Similarity Modeling for Classification and Ranking SemEval 2026 Temporal Object-Aware Vision Transformer for Few-Shot Video Object Detection AAAI 2026 Test-Time Adaptation through Semantically-guided Feature Decomposition for Few-shot Chest X-ray Diagnosis WACV 2026 The Sample Complexity of Parameter-Free Stochastic Convex Optimization JMLR 2026 TIM++: Transductive Information Maximization for Few-Shot CLIP AAAI 2026 Token-Context Attention for NLI: An Alternative to Self-Attention AAAI 2026 Training-free Boosting for Few-shot Segmentation via Generalizing Semantic Mining AAAI 2026 Training-Only Heterogeneous Image-Patch-Text Graph Supervision for Advancing Few-Shot Learning Adapters CVPR 2026 Uni-DAD: Unified Distillation and Adaptation of Diffusion Models for Few-step Few-shot Image Generation CVPR 2026 Universal-to-Specific: Dynamic Knowledge-Guided Multiple Instance Learning for Few-Shot Whole Slide Image Classification CVPR 2026 Uslub at AbjadAuthorID Shared Task: A Comparative Analysis of Traditional Machine Learning and Transformer-Based Models for Authorship Attribution in Arabic and Urdu EACL 2026 UTD-HLTRI at SemEval 2026 Task 4: Reasoning like an Expert for Inferring Narrative Similarity SemEval 2026