Few-Shot Learning

MEAL: Stable and Active Learning for Few-Shot Prompting EMNLP 2023 MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta Learning ACL 2023 MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks ICML 2023 Meta Omnium: A Benchmark for General-Purpose Learning-To-Learn CVPR 2023 MetaReVision: Meta-Learning with Retrieval for Visually Grounded Compositional Concept Acquisition EMNLP 2023 Meta-training with Demonstration Retrieval for Efficient Few-shot Learning ACL 2023 MEWL: Few-shot multimodal word learning with referential uncertainty ICML 2023 MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation CVPR 2023 miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings ACL 2023 Minimizing the Accumulated Trajectory Error To Improve Dataset Distillation CVPR 2023 Mitigating Catastrophic Forgetting for Few-Shot Spoken Word Classification Through Meta-Learning Interspeech 2023 MMG-Ego4D: Multimodal Generalization in Egocentric Action Recognition CVPR 2023 MoLo: Motion-Augmented Long-Short Contrastive Learning for Few-Shot Action Recognition CVPR 2023 MORGAN: Meta-Learning-Based Few-Shot Open-Set Recognition via Generative Adversarial Network WACV 2023 Multi-Mask Label Mapping for Prompt-Based Learning AAAI 2023 Multitask Pre-training of Modular Prompt for Chinese Few-Shot Learning ACL 2023 Nano: Nested Human-in-the-Loop Reward Learning for Few-shot Language Model Control ACL 2023 NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature Forging CVPR 2023 Node Placement in Argument Maps: Modeling Unidirectional Relations in High & Low-Resource Scenarios ACL 2023 Noisy Exemplars Make Large Language Models More Robust: A Domain-Agnostic Behavioral Analysis EMNLP 2023 Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning EMNLP 2023 OASum: Large-Scale Open Domain Aspect-based Summarization ACL 2023 On Conditional and Compositional Language Model Differentiable Prompting IJCAI 2023 One Fits All: Power General Time Series Analysis by Pretrained LM NeurIPS 2023 One-Shot and Few-Shot Exemplification Modeling EMNLP 2023