Sampling

Diffusion Sampling Path Tells More: An Efficient Plug-and-Play Strategy for Sample Filtering CVPR 2026 Efficient Sampling with Discrete Diffusion Models: Sharp and Adaptive Guarantees COLT 2026 Efficient Weighted Sampling via Score-based Generative Models CVPR 2026 Functional Stochastic Localization COLT 2026 Learning from Biased and Costly Data Sources: Minimax-optimal Data Collection under a Budget (extended abstract) COLT 2026 On the Effect of Sampling Diversity in Scaling LLM Inference UAI 2026 Partition Function Estimation under Bounded f-Divergence COLT 2026 Revisiting F-measure Optimization in Multi-Label Classification: A Sampling-based Approach CVPR 2026 Score-Regularized Joint Sampling with Importance Weights for Flow Matching UAI 2026 Steering diffusion models with quadratic rewards: a fine-grained analysis COLT 2026 VOYAGER: A Training Free Approach for Generating Diverse Datasets using LLMs ACL 2026 CASAGPT: Cuboid Arrangement and Scene Assembly for Interior Design CVPR 2025 Correlation-Aware Example Selection for In-Context Learning with Nonsymmetric Determinantal Point Processes EMNLP 2025 Diversity Explains Inference Scaling Laws: Through a Case Study of Minimum Bayes Risk Decoding ACL 2025 Enhanced Importance Sampling Through Latent Space Exploration in Normalizing Flows AAAI 2025 FedCS: Coreset Selection for Federated Learning CVPR 2025 Hierarchical Gradient-Based Genetic Sampling for Accurate Prediction of Biological Oscillations AAAI 2025 Length Controlled Generation for Black-box LLMs ACL 2025 Mean-Field Microcanonical Gradient Descent AISTATS 2025 Neural Sampling from Boltzmann Densities: Fisher-Rao Curves in the Wasserstein Geometry ICLR 2025 Non-Equilibrium Dynamics of Hybrid Continuous-Discrete Ground-State Sampling ICLR 2025 On Finding Hubs in High Dimensions with Sampling AAAI 2025 Principled Content Selection to Generate Diverse and Personalized Multi-Document Summaries ACL 2025 ReSa2: A Two-Stage Retrieval-Sampling Algorithm for Negative Sampling in Dense Retrieval ACML 2025 SFESS: Score Function Estimators for k-Subset Sampling ICLR 2025