Few-Shot Learning

Multitask Pre-training of Modular Prompt for Chinese Few-Shot Learning ACL 2023 MVP-Tuning: Multi-View Knowledge Retrieval with Prompt Tuning for Commonsense Reasoning ACL 2023 MyoDex: A Generalizable Prior for Dexterous Manipulation ICML 2023 Nano: Nested Human-in-the-Loop Reward Learning for Few-shot Language Model Control ACL 2023 NAP: Neural 3D Articulated Object Prior NeurIPS 2023 Native Language Prediction from Gaze: a Reproducibility Study ACL 2023 Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class-Incremental Learning ICLR 2023 NewsMet : A ‘do it all’ Dataset of Contemporary Metaphors in News Headlines ACL 2023 Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior Refinement ICCV 2023 NutriAI: AI-Powered Child Malnutrition Assessment in Low-Resource Environments IJCAI 2023 Object Detection in Real Open Environment IJCAI 2023 On Conditional and Compositional Language Model Differentiable Prompting IJCAI 2023 One-Shot Doc Snippet Detection: Powering Search in Document Beyond Text WACV 2023 One-shot Imitation in a Non-Stationary Environment via Multi-Modal Skill ICML 2023 One-Shot Imitation Learning: A Pose Estimation Perspective CoRL 2023 One-shot Imitation Learning via Interaction Warping CoRL 2023 Online Continual Learning in Keyword Spotting for Low-Resource Devices via Pooling High-Order Temporal Statistics Interspeech 2023 Online Prototype Alignment for Few-shot Policy Transfer ICML 2023 On the informativeness of supervision signals UAI 2023 On the Nature of Discrete Speech Representations in Multilingual Self-supervised Models EACL 2023 On the Potential and Limitations of Few-Shot In-Context Learning to Generate Metamorphic Specifications for Tax Preparation Software EMNLP 2023 On the Relation between Sensitivity and Accuracy in In-Context Learning EMNLP 2023 On the Soft-Subnetwork for Few-Shot Class Incremental Learning ICLR 2023 OpenICL: An Open-Source Framework for In-context Learning ACL 2023 Open-Set Likelihood Maximization for Few-Shot Learning CVPR 2023