sampling strategy

Rethinking the Sampling Criteria in Reinforcement Learning for LLM Reasoning: A Competence-Difficulty Alignment Perspective AAAI 2026 A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training CVPR 2025 Asking a Language Model for Diverse Responses EMNLP 2025 Balancing Diversity and Risk in LLM Sampling: How to Select Your Method and Parameter for Open-Ended Text Generation ACL 2025 Can a Neural Model Guide Fieldwork? A Case Study on Morphological Data Collection COLING 2025 Does Your Vision-Language Model Get Lost in the Long Video Sampling Dilemma? ICCV 2025 FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025 HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation EMNLP 2025 Monte Carlo Temperature: a robust sampling strategy for LLM’s uncertainty quantification methods NAACL 2025 Risk-sensitive Bandits: Arm Mixture Optimality and Regret-efficient Algorithms AISTATS 2025 When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs EMNLP 2025 Closing the Curious Case of Neural Text Degeneration ICLR 2024 Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD NeurIPS 2024 Explorative Inbetweening of Time and Space ECCV 2024 Improved Active Learning via Dependent Leverage Score Sampling ICLR 2024 Online Sampling and Decision Making with Low Entropy IJCAI 2024 On Sampling Strategies for Spectral Model Sharding NeurIPS 2024 Resisting the Lure of the Skyline: Grounding Practices in Active Learning for Morphological Inflection ACL 2024 TFG: Unified Training-Free Guidance for Diffusion Models NeurIPS 2024 An Empirical Study on Active Learning for Multi-label Text Classification EACL 2023 Entity Disambiguation on a Tight Labeling Budget EMNLP 2023 Epsilon Sampling Rocks: Investigating Sampling Strategies for Minimum Bayes Risk Decoding for Machine Translation EMNLP 2023 Frequency Balanced Datasets Lead to Better Language Models EMNLP 2023 Generating Text from Language Models ACL 2023 Mitigating Propagation Failures in Physics-informed Neural Networks using Retain-Resample-Release (R3) Sampling ICML 2023