Few-Shot Learning

A Closer Look at Cross-Domain Few-Shot Object Detection: Fine-Tuning Matters and Parallel Decoder Helps CVPR 2026 Adapting In-context Generation for Enhanced Composed Image Retrieval CVPR 2026 Adaptive Data Augmentation with Multi-armed Bandit: Sample-Efficient Embedding Calibration for Implicit Pattern Recognition CVPR 2026 Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning CVPR 2026 AGENet: Adaptive Edge-aware Geodesic Distance Learning for Few-Shot Medical Image Segmentation WACV 2026 AI Unplugged: Embodied Interactions for AI Literacy in Higher Education AAAI 2026 A Multimodal Framework for Aphasia Severity Classification in Russian EACL 2026 Analogical Structure, Minimal Contextual Cues and Contrastive Distractors: Input Design for Sample-Efficient Linguistic Rule Induction EACL 2026 Any Detector Can Detect Anything WACV 2026 A Theory-Inspired Framework for Few-Shot Cross-Modal Sketch Person Re-Identification AAAI 2026 Attribution as Retrieval: Model-Agnostic AI-Generated Image Attribution CVPR 2026 Bayesian Decomposition and Semantic Completion for Few-shot Semantic Segmentation CVPR 2026 Beyond Many-Shot Translation: Scaling In-Context Demonstrations For Low-Resource Machine Translation EACL 2026 Beyond Patches: Global-aware Autoregressive Model for Multimodal Few-Shot Font Generation CVPR 2026 Beyond Plain Demos: A Demo-Centric Anchoring Paradigm for In-Context Learning in Alzheimer’s Disease Detection AAAI 2026 Bidirectional Multimodal Prompt Learning with Scale-Aware Training for Few-Shot Multi-Class Anomaly Detection CVPR 2026 BioDPP: Dynamic Prompt Policy Learning for Biomedical Vision-Language Models AAAI 2026 BOFA: Bridge-Layer Orthogonal Low-Rank Fusion for CLIP-Based Class-Incremental Learning AAAI 2026 BRIC: Bridging Kinematic Plans and Physical Control at Test Time AAAI 2026 Can Linguistically Related Languages Guide LLM Translation in Low-Resource Settings? EACL 2026 Classifier-induced Reciprocal Points for Multi-label Open-set Recognition AAAI 2026 CLIP's Visual Embedding Projector is a Few-shot Cornucopia WACV 2026 Constrained Best Arm Identification with Tests for Feasibility AAAI 2026 CORA: Consistency-Guided Semi-Supervised Framework for Reasoning Segmentation WACV 2026 Cross-Domain Few-Shot Learning via Multi-View Collaborative Optimization with Vision-Language Models AAAI 2026