Stochastic Processes

To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning AAAI 2025 Towards Self-Supervised Covariance Estimation in Deep Heteroscedastic Regression ICLR 2025 Towards Understanding the Robustness of Diffusion-Based Purification: A Stochastic Perspective ICLR 2025 TPP-Gaze: Modelling Gaze Dynamics in Space and Time with Neural Temporal Point Processes WACV 2025 Training-Free Diffusion Model Alignment with Sampling Demons ICLR 2025 Transition Path Sampling with Improved Off-Policy Training of Diffusion Path Samplers ICLR 2025 Two-Timescale Critic-Actor for Average Reward MDPs with Function Approximation AAAI 2025 U-Know-DiffPAN: An Uncertainty-aware Knowledge Distillation Diffusion Framework with Details Enhancement for PAN-Sharpening CVPR 2025 Uncertainty-driven Partial Diacritization for Arabic Text EMNLP 2025 Uncertainty-guided Perturbation for Image Super-Resolution Diffusion Model CVPR 2025 Uncertainty Modeling in Graph Neural Networks via Stochastic Differential Equations ICLR 2025 Uncertainty Propagation on LLM Agent ACL 2025 Unconditional Truthfulness: Learning Unconditional Uncertainty of Large Language Models EMNLP 2025 Underdamped Diffusion Bridges with Applications to Sampling ICLR 2025 Understanding the Impact of Confidence in Retrieval Augmented Generation: A Case Study in the Medical Domain ACL 2025 Unified Convergence Analysis for Score-Based Diffusion Models with Deterministic Samplers ICLR 2025 Unveiling Attractor Cycles in Large Language Models: A Dynamical Systems View of Successive Paraphrasing ACL 2025 Variance-Aware Estimation of Kernel Mean Embedding JMLR 2025 Video Summarization Using Denoising Diffusion Probabilistic Model AAAI 2025 Weather Foundation Model Enhanced Decentralized Photovoltaic Power Forecasting Through Spatio-temporal Knowledge Distillation IJCAI 2025 When Graph Neural Networks Meet Dynamic Mode Decomposition ICLR 2025 Who leads? Who follows? Temporal dynamics of political dogwhistles in Swedish online communities ACL 2025 WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting AAAI 2025 XTSFormer: Cross-Temporal-Scale Transformer for Irregular-Time Event Prediction in Clinical Applications AAAI 2025 Zero-shot forecasting of chaotic systems ICLR 2025