Stochastic Processes

Improving Noise Efficiency in Privacy-preserving Dataset Distillation ICCV 2025 Inside-Outside Algorithm for Probabilistic Product-Free Lambek Categorial Grammar COLING 2025 Isometric Regularization for Manifolds of Functional Data ICLR 2025 KinPFN: Bayesian Approximation of RNA Folding Kinetics using Prior-Data Fitted Networks ICLR 2025 KooNPro: A Variance-Aware Koopman Probabilistic Model Enhanced by Neural Process for Time Series Forecasting ICLR 2025 Learned Reference-based Diffusion Sampler for multi-modal distributions ICLR 2025 Learning Extremely High Density Crowds as Active Matters CVPR 2025 Learning Personalized Decision Support Policies AAAI 2025 Learning Spatiotemporal Dynamical Systems from Point Process Observations ICLR 2025 Learning stochastic dynamics from snapshots through regularized unbalanced optimal transport ICLR 2025 Learning Successor Features with Distributed Hebbian Temporal Memory ICLR 2025 Length Controlled Generation for Black-box LLMs ACL 2025 Library-Like Behavior In Language Models is Enhanced by Self-Referencing Causal Cycles ACL 2025 Likelihood Variance as Text Importance for Resampling Texts to Map Language Models EMNLP 2025 Linear cost and exponentially convergent approximation of Gaussian Matérn processes on intervals JMLR 2025 Lines of Thought in Large Language Models ICLR 2025 LLM as a Broken Telephone: Iterative Generation Distorts Information ACL 2025 MaRS: A Fast Sampler for Mean Reverting Diffusion based on ODE and SDE Solvers ICLR 2025 Measuring memorization in language models via probabilistic extraction NAACL 2025 Meta-Learning Online Dynamics Model Adaptation in Off-Road Autonomous Driving RSS 2025 Mitigating Hallucinations in LM-Based TTS Models via Distribution Alignment Using GFlowNets EMNLP 2025 Model-Based Closed-Loop Control Algorithm for Stochastic Partial Differential Equation Control IJCAI 2025 Modeling Complex System Dynamics with Flow Matching Across Time and Conditions ICLR 2025 MS-DPPs: Multi-Source Determinantal Point Processes for Contextual Diversity Refinement of Composite Attributes in Text to Image Retrieval IJCAI 2025 Multilevel Generative Samplers for Investigating Critical Phenomena ICLR 2025