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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

BREEN: Bridge Data-Efficient Encoder-Free Multimodal Learning with Learnable Queries WACV 2026 Data-Efficient and Contact-Rich Manipulation Through Diffusion Augmentation and Vision-Language Models AAAI 2026 From Few-Shot Learning to Data-Efficient Intelligence AAAI 2026 Learning What Matters: Prioritized Concept Learning via Relative Error-driven Sample Selection CVPR 2026 Less is More: Data-Efficient Adaptation for Controllable Text-to-Video Generation CVPR 2026 Rethinking Dataset Distillation: Hard Truths about Soft Labels CVPR 2026 Band-Split Self-supervised Mamba for Infant-centered Audio Analysis Interspeech 2025 Data-Efficient Alignment in Medical Imaging via Reconfigurable Generative Networks WACV 2025 Data-Efficient Hate Speech Detection via Cross-Lingual Nearest Neighbor Retrieval with Limited Labeled Data EMNLP 2025 DEAL: Data-Efficient Adversarial Learning for High-Quality Infrared Imaging CVPR 2025 Federated Data-Efficient Instruction Tuning for Large Language Models ACL 2025 Fine-Tuning Medium-Scale LLMs for Joint Intent Classification and Slot Filling: A Data-Efficient and Cost-Effective Solution for SMEs COLING 2025 ForgeLens: Data-Efficient Forgery Focus for Generalizable Forgery Image Detection ICCV 2025 Improving the Training of Data-Efficient GANs via Quality Aware Dynamic Discriminator Rejection Sampling CVPR 2025 SKIL: Semantic Keypoint Imitation Learning for Generalizable Data-efficient Manipulation RSS 2025 SubLIME: Subset Selection via Rank Correlation Prediction for Data-Efficient LLM Evaluation ACL 2025 A Two-Step Approach for Data-Efficient French Pronunciation Learning EMNLP 2024 DR2: Disentangled Recurrent Representation Learning for Data-Efficient Speech Video Synthesis WACV 2024 NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data EMNLP 2024 Position: Compositional Generative Modeling: A Single Model is Not All You Need ICML 2024 RECOST: External Knowledge Guided Data-efficient Instruction Tuning ACL 2024 RG-GAN: Dynamic Regenerative Pruning for Data-Efficient Generative Adversarial Networks AAAI 2024 Towards Data-Efficient Language Models: A Child-Inspired Approach to Language Learning CoNLL 2024 Data-Efficient Contrastive Self-supervised Learning: Most Beneficial Examples for Supervised Learning Contribute the Least ICML 2023 DE-CROP: Data-Efficient Certified Robustness for Pretrained Classifiers WACV 2023