Few-Shot Learning

Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding CVPR 2024 Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation NeurIPS 2024 Unlocking the Potential of Pre-trained Vision Transformers for Few-Shot Semantic Segmentation through Relationship Descriptors CVPR 2024 Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot Class-Agnostic Counting AAAI 2024 Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach CVPR 2024 Weak Distribution Detectors Lead to Stronger Generalizability of Vision-Language Prompt Tuning AAAI 2024 Weakly Supervised Few-Shot Object Detection with DETR AAAI 2024 WeditGAN: Few-Shot Image Generation via Latent Space Relocation AAAI 2024 When Sparse Graph Representation Learning Falls into Domain Shift: Data Augmentation for Cross-Domain Graph Meta-Learning (Student Abstract) AAAI 2024 With a Little Help from Language: Semantic Enhanced Visual Prototype Framework for Few-Shot Learning IJCAI 2024 kNN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference ICLR 2023 2INER: Instructive and In-Context Learning on Few-Shot Named Entity Recognition EMNLP 2023 3D Human Keypoints Estimation From Point Clouds in the Wild Without Human Labels CVPR 2023 A Computational Interface to Translate Strategic Intent from Unstructured Language in a Low-Data Setting EMNLP 2023 Active Learning Principles for In-Context Learning with Large Language Models EMNLP 2023 Adversarial Knowledge Stimulated Contrastive Prompting for Few-shot Language Learners ACL 2023 ArabIcros: AI-Powered Arabic Crossword Puzzle Generation for Educational Applications EMNLP 2023 Are Structural Concepts Universal in Transformer Language Models? Towards Interpretable Cross-Lingual Generalization EMNLP 2023 ASPIRO: Any-shot Structured Parsing-error-Induced ReprOmpting for Consistent Data-to-Text Generation EMNLP 2023 AsyFOD: An Asymmetric Adaptation Paradigm for Few-Shot Domain Adaptive Object Detection CVPR 2023 Autonomous Manipulation Learning for Similar Deformable Objects via Only One Demonstration CVPR 2023 Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization AAAI 2023 Benchmarking Large Language Model Capabilities for Conditional Generation ACL 2023 Better Generalized Few-Shot Learning Even without Base Data AAAI 2023 Boosting Prompt-Based Self-Training With Mapping-Free Automatic Verbalizer for Multi-Class Classification EMNLP 2023