Stochastic Processes

Accelerating Constrained Sampling: A Large Deviations Approach JMLR 2026 Almost Linear Convergence under Minimal Score Assumptions: Quantized Transition Diffusion COLT 2026 A Single Stepsize Suffices for Unprojected Linear TD(0): Simultaneous Robust and Fast Rates via Polyak–Ruppert Averaging COLT 2026 Bridging Storage and Execution: A Semantic Virtual Bus for On-Demand Application Streaming NSDI 2026 Characterising the Convergence of Imprecise Markov Chains UAI 2026 HEDGE: Traffic Engineering with Probabilistic Link Capacities NSDI 2026 Higher-Order Hit-&-Run Samplers for Linearly Constrained Densities UAI 2026 On the implicit regularization of Langevin dynamics with projected noise COLT 2026 Polynomial-time sampling despite disorder chaos COLT 2026 Rigorous Asymptotics for First-Order Algorithms Through the Dynamical Cavity Method COLT 2026 Sparse recovery of Diffusion Dynamics: Handling High-Dimensionality in Repeated Short Trajectories UAI 2026 Trajectory-Level Experimental Design for Fast Safety Parameter Estimation of Unknown Environments by Autonomous Systems L4DC 2026 All-Purpose Mean Estimation over R: Optimal Sub-Gaussianity with Outlier Robustness and Low Moments Performance ICML 2025 Analyzing and Modeling LLM Response Lengths with Extreme Value Theory: Anchoring Effects and Hybrid Distributions EMNLP 2025 An Online Statistical Framework for Out-of-Distribution Detection ICML 2025 A Spatio-Temporal Point Process for Fine-Grained Modeling of Reading Behavior ACL 2025 A Sub-Problem Quantum Alternating Operator Ansatz for Correlation Clustering ICML 2025 A Wiener Process Perspective on Local Intrinsic Dimension Estimation Methods AAAI 2025 Backward Filtering Forward Guiding JMLR 2025 Concentration of Cumulative Reward in Markov Decision Processes JMLR 2025 Convergence of Mean-Field Langevin Stochastic Descent-Ascent for Distributional Minimax Optimization ICML 2025 Error Analysis Affected by Heavy-Tailed Gradients for Non-Convex Pairwise Stochastic Gradient Descent AAAI 2025 Faster Global Minimum Cut with Predictions ICML 2025 Feasible Action Search for Bandit Linear Programs via Thompson Sampling ICML 2025 Formal Quality Measures for Predictors in Markov Decision Processes AAAI 2025