data efficiency

Integral Performance Approximation for Continuous-Time Reinforcement Learning Control ICLR 2025 Joint Out-of-Distribution Filtering and Data Discovery Active Learning CVPR 2025 Once Upon a Time: Interactive Learning for Storytelling with Small Language Models EMNLP 2025 On Rollouts in Model-Based Reinforcement Learning ICLR 2025 ORSO: Accelerating Reward Design via Online Reward Selection and Policy Optimization ICLR 2025 Permutation Equivariant Neural Networks for Symmetric Tensors ICML 2025 POIL:Preference Optimization for Imitation Learning ACML 2025 Pretrained Image-Text Models are Secretly Video Captioners NAACL 2025 Scale Efficient Training for Large Datasets CVPR 2025 SCAN: Bootstrapping Contrastive Pre-training for Data Efficiency ICCV 2025 STAFF: Speculative Coreset Selection for Task-Specific Fine-tuning ICLR 2025 Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency EMNLP 2025 SubLIME: Subset Selection via Rank Correlation Prediction for Data-Efficient LLM Evaluation ACL 2025 TAGCOS: Task-agnostic Gradient Clustered Coreset Selection for Instruction Tuning Data NAACL 2025 Text Detoxification: Data Efficiency, Semantic Preservation and Model Generalization EMNLP 2025 YuLan-Mini: Pushing the Limits of Open Data-efficient Language Model ACL 2025 Adaptive Exploration for Data-Efficient General Value Function Evaluations NeurIPS 2024 Annotator-Centric Active Learning for Subjective NLP Tasks EMNLP 2024 Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning AAAI 2024 A Two-Step Approach for Data-Efficient French Pronunciation Learning EMNLP 2024 Beyond OOD State Actions: Supported Cross-Domain Offline Reinforcement Learning AAAI 2024 Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models EMNLP 2024 Can you Remove the Downstream Model for Speaker Recognition with Self-Supervised Speech Features? Interspeech 2024 CARER - ClinicAl Reasoning-Enhanced Representation for Temporal Health Risk Prediction EMNLP 2024 CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning NeurIPS 2024