Few-Shot Learning

Zero-Shot Image Restoration Using Few-Step Guidance of Consistency Models (and Beyond) CVPR 2025 Zero-Shot Learning for Materials Science Texts: Leveraging Duck Typing Principles AAAI 2025 3DBench: A Scalable 3D Benchmark and Instruction-Tuning Dataset IJCAI 2024 3D Diffusion Policy: Generalizable Visuomotor Policy Learning via Simple 3D Representations RSS 2024 A Benchmark for Learning to Translate a New Language from One Grammar Book ICLR 2024 ACES: Generating a Diversity of Challenging Programming Puzzles with Autotelic Generative Models NeurIPS 2024 A Chain-of-Thought Prompting Approach with LLMs for Evaluating Students’ Formative Assessment Responses in Science AAAI 2024 A Closer Look at the CLS Token for Cross-Domain Few-Shot Learning NeurIPS 2024 A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models CVPR 2024 A Coarse-to-Fine Prototype Learning Approach for Multi-Label Few-Shot Intent Detection EMNLP 2024 A Conservative Approach for Few-Shot Transfer in Off-Dynamics Reinforcement Learning IJCAI 2024 Active Learning Design Choices for NER with Transformers COLING 2024 Active Set Ordering NeurIPS 2024 AdaFlow: Imitation Learning with Variance-Adaptive Flow-Based Policies NeurIPS 2024 Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation CVPR 2024 Adaption-of-Thought: Learning Question Difficulty Improves Large Language Models for Reasoning EMNLP 2024 Adaptive Cross-lingual Text Classification through In-Context One-Shot Demonstrations NAACL 2024 Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement AAAI 2024 Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification AISTATS 2024 A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder Identification IJCAI 2024 A Density-driven Iterative Prototype Optimization for Transductive Few-shot Learning IJCAI 2024 Advancing Spatial Reasoning in Large Language Models: An In-Depth Evaluation and Enhancement Using the StepGame Benchmark AAAI 2024 Adversarially Robust Few-shot Learning via Parameter Co-distillation of Similarity and Class Concept Learners CVPR 2024 A Dynamic Learning Method towards Realistic Compositional Zero-Shot Learning AAAI 2024 AE-NeRF: Audio Enhanced Neural Radiance Field for Few Shot Talking Head Synthesis AAAI 2024