Few-Shot Learning

MenatQA: A New Dataset for Testing the Temporal Comprehension and Reasoning Abilities of Large Language Models EMNLP 2023 MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta Learning ACL 2023 Meta-Adapter: An Online Few-shot Learner for Vision-Language Model NeurIPS 2023 Meta-learning Adaptive Deep Kernel Gaussian Processes for Molecular Property Prediction ICLR 2023 Meta-Learning With a Geometry-Adaptive Preconditioner CVPR 2023 MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks ICML 2023 Meta-training with Demonstration Retrieval for Efficient Few-shot Learning ACL 2023 Meta-ZSDETR: Zero-shot DETR with Meta-learning ICCV 2023 MEWL: Few-shot multimodal word learning with referential uncertainty ICML 2023 miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings ACL 2023 Mitigating the Effect of Incidental Correlations on Part-based Learning NeurIPS 2023 MixPAVE: Mix-Prompt Tuning for Few-shot Product Attribute Value Extraction ACL 2023 (ML)$^2$P-Encoder: On Exploration of Channel-Class Correlation for Multi-Label Zero-Shot Learning CVPR 2023 Mobile Robot Manipulation Using Pure Object Detection WACV 2023 Modularized Zero-shot VQA with Pre-trained Models ACL 2023 MORGAN: Meta-Learning-Based Few-Shot Open-Set Recognition via Generative Adversarial Network WACV 2023 MT2: Towards a Multi-Task Machine Translation Model with Translation-Specific In-Context Learning EMNLP 2023 MTCue: Learning Zero-Shot Control of Extra-Textual Attributes by Leveraging Unstructured Context in Neural Machine Translation ACL 2023 Multi-grained Temporal Prototype Learning for Few-shot Video Object Segmentation ICCV 2023 Multi-Label Few-Shot ICD Coding as Autoregressive Generation with Prompt AAAI 2023 Multi-lingual Evaluation of Code Generation Models ICLR 2023 Multilingual LLMs are Better Cross-lingual In-context Learners with Alignment ACL 2023 Multi-Modal Inverse Constrained Reinforcement Learning from a Mixture of Demonstrations NeurIPS 2023 Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning With Multimodal Models CVPR 2023 Multi-Predict: Few Shot Predictors For Efficient Neural Architecture Search AutoML 2023