Few-Shot Learning

DAPrompt: Dual Alignment Prompt of Structure and Semantics for Few-shot Graph Learning AAAI 2026 Data-Centric Meta-Learning for Robust Few-Shot Generalization CVPR 2026 DDSF: Robust Few-Shot Learning via Disentangled Subspaces with Determinantal Point Process CVPR 2026 Decoupling Template Bias in CLIP: Harnessing Empty Prompts for Enhanced Few-Shot Learning AAAI 2026 DeepSenseMoE: Harnessing Power of Time Series Foundation Models for Few-Shot Human Activity Recognition AAAI 2026 Disentangled Generation-Based Prototypical Alignment for Few-Shot Unsupervised Domain Adaptation in Graph-Level Anomaly Detection AAAI 2026 Divide-and-Conquer Decoupled Network for Cross-Domain Few-Shot Segmentation AAAI 2026 DOTGraph: CLIP-Driven Feature Disentanglement and Optimal Transport based Graph Learning for Few-Shot Segmentation WACV 2026 Dual-Geometry Graph Network: Unifying Local and Global Priors for Few-Shot Learning AAAI 2026 Endowing Vision-Language Models with System 2 Thinking for Fine-grained Visual Recognition AAAI 2026 Evaluating Adversarial Robustness of Concept Representations in Sparse Autoencoders EACL 2026 F2SST: Frequency-to-Spatial Semantic Transfer for Few-Shot Image Classification AAAI 2026 FCC: Fully Connected Correlation for One-Shot Segmentation WACV 2026 Few-Shot Hybrid Incremental Learning:Continually Learning under Data Scarcity and Task Uncertainty CVPR 2026 First-Order Representation Languages for Goal-Conditioned RL AAAI 2026 FlowCLAS: Enhancing Normalizing Flow-Based Anomaly Segmentation Via Contrastive Learning WACV 2026 From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning AAAI 2026 From Few-Shot Learning to Data-Efficient Intelligence AAAI 2026 From Few-way to Many-way: Rethinking Few-shot Fine-grained Image Classification CVPR 2026 Game Ground Bench: Probing the Limits of LVLMs in Complex Semantic Grounding Across Game Universes AAAI 2026 GEM: Generative Entropy-Guided Preference Modeling for Few-Shot Alignment of LLMs AAAI 2026 Generalising LLM Routing using Past Performance Retrieval: A Few-Shot Router is Sufficient EACL 2026 Generalizable Drug–Target Interaction Prediction via ESM-2 Representations and Progressive Contrastive Curriculum Learning AAAI 2026 Generalizing Vision-Language Models with Dedicated Prompt Guidance AAAI 2026 Graph Attention Prototypical Network for Robust Few-Shot Classification CVPR 2026