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data-efficient learning

60 papers

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transfer learning (6) generative adversarial network (5) self-supervised learning (5) large language model (4) data efficiency (4) semi-supervised learning (4) representation learning (4) active learning (4) graph neural network (3) neural network (3)

Papers

DICE: Data-Efficient Clinical Event Extraction with Generative Models ACL 2023 DITTO: Data-efficient and Fair Targeted Subset Selection for ASR Accent Adaptation ACL 2023 Hierarchical Grammar-Induced Geometry for Data-Efficient Molecular Property Prediction ICML 2023 Language Semantic Graph Guided Data-Efficient Learning NeurIPS 2023 NICE: NoIse-modulated Consistency rEgularization for Data-Efficient GANs NeurIPS 2023 Sketch Recognition via Part-based Hierarchical Analogical Learning IJCAI 2023 Topic-Guided Sampling For Data-Efficient Multi-Domain Stance Detection ACL 2023 Towards Sustainable Learning: Coresets for Data-efficient Deep Learning ICML 2023 Data-Efficient Concept Extraction from Pre-trained Language Models for Commonsense Explanation Generation EMNLP 2022 Data-Efficient Double-Win Lottery Tickets from Robust Pre-training ICML 2022 Data-Efficient Graph Grammar Learning for Molecular Generation ICLR 2022 Data-Efficient Pipeline for Offline Reinforcement Learning with Limited Data NeurIPS 2022 Data-Efficient Structured Pruning via Submodular Optimization NeurIPS 2022 DearKD: Data-Efficient Early Knowledge Distillation for Vision Transformers CVPR 2022 Masked Generative Adversarial Networks are Data-Efficient Generation Learners NeurIPS 2022 Sparse Winning Tickets are Data-Efficient Image Recognizers NeurIPS 2022 VisualGPT: Data-Efficient Adaptation of Pretrained Language Models for Image Captioning CVPR 2022 Cartography Active Learning EMNLP 2021 Data-Efficient Language Shaped Few-shot Image Classification EMNLP 2021 Dataset Condensation with Gradient Matching ICLR 2021 Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning ICLR 2021 LipSync3D: Data-Efficient Learning of Personalized 3D Talking Faces From Video Using Pose and Lighting Normalization CVPR 2021 Relating by Contrasting: A Data-efficient Framework for Multimodal Generative Models ICLR 2021 Self-Tuning for Data-Efficient Deep Learning ICML 2021 Strength Through Diversity: Robust Behavior Learning via Mixture Policies CoRL 2021