few-shot classification

Aatman at SemEval-2026 Task 9: Transfer Learning for Multilingual Polarization Detection SemEval 2026 AVION: Aerial Vision-Language Instruction from Offline Teacher to Prompt-Tuned Network CVPR 2026 EfficientFSL: Enhancing Few-Shot Classification via Query-Only Tuning In Vision Transformers AAAI 2026 Graph Attention Prototypical Network for Robust Few-Shot Classification CVPR 2026 HumanGuideNet: Adapter-Based Alignment of Deep Neural Networks with Human Similarity Judgments WACV 2026 Hyperbolic Defect Feature Synthesis for Few-Shot Defect Classification CVPR 2026 KAMP: Knowledge-Anchored Multimodal Pretraining Framework for Medical Image Representation CVPR 2026 Libra-MIL: Multimodal Prototypes Stereoscopic Infused with Task-specific Language Priors for Few-shot Whole Slide Image Classification AAAI 2026 PP-Brep: Few-Shot B-rep Classification with Hybrid Graph Representation CVPR 2026 Reevaluating the Intra-Modal Misalignment Hypothesis in CLIP CVPR 2026 Your Dissimilarities Define You: Complementary Learning Exploiting Class Diversities CVPR 2026 Cap2Aug: Caption Guided Image Data Augmentation WACV 2025 Enhance Vision-Language Alignment with Noise AAAI 2025 Flatness Improves Backbone Generalisation in Few-Shot Classification WACV 2025 HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025 HomoGraphAdapter: A Homogeneous Graph Neural Network as an Effective Adapter for Vision-Language Models EMNLP 2025 Making Large Vision Language Models to Be Good Few-Shot Learners AAAI 2025 Mixtures of In-Context Learners ACL 2025 Rethinking Few Shot CLIP Benchmarks: A Critical Analysis in the Inductive Setting ICCV 2025 Text Augmented Correlation Transformer For Few-shot Classification & Segmentation CVPR 2025 Accelerating Convergence in Bayesian Few-Shot Classification ICML 2024 Aggregate-and-Adapt Natural Language Prompts for Downstream Generalization of CLIP NeurIPS 2024 A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation ICLR 2024 Bridging Generative and Discriminative Models for Unified Visual Perception with Diffusion Priors IJCAI 2024 Consistent Optimal Transport with Empirical Conditional Measures AISTATS 2024