stochastic control

Deep Q-Learning on Hölder Spaces COLT 2026 Physics-Informed Approach for Exploratory Hamilton–Jacobi–Bellman Equations via Policy Iterations AAAI 2026 Flow matching for stochastic linear control systems L4DC 2025 Statistical Learning of Distributionally Robust Stochastic Control in Continuous State Spaces AISTATS 2025 Stochastic Control for Fine-tuning Diffusion Models: Optimality, Regularity, and Convergence ICML 2025 Universal Approximation Theorem of Deep Q-Networks ICML 2025 Approximate Control for Continuous-Time POMDPs AISTATS 2024 Base Models for Parabolic Partial Differential Equations UAI 2024 Design of observer-based finite-time control for inductively coupled power transfer system with random gain fluctuations L4DC 2024 Learning Discrete-Time Major-Minor Mean Field Games AAAI 2024 Navigating Uncertainty in Epidemic Contexts with Reinforcement Learning AAAI 2024 Physics-Informed Representation and Learning: Control and Risk Quantification AAAI 2024 Soft-constrained Schrödinger Bridge: a Stochastic Control Approach AISTATS 2024 To smooth a cloud or to pin it down: Expressiveness guarantees and insights on score matching in denoising diffusion models UAI 2024 Compositional Policy Learning in Stochastic Control Systems with Formal Guarantees NeurIPS 2023 Learning Control Policies for Stochastic Systems with Reach-Avoid Guarantees AAAI 2023 Amortized Generation of Sequential Algorithmic Recourses for Black-Box Models AAAI 2022 A Stochastic Multi-Rate Control Framework For Modeling Distributed Optimization Algorithms ICML 2022 Minimal Expected Regret in Linear Quadratic Control AISTATS 2022 Neural Stochastic Control NeurIPS 2022 Path Integral Sampler: A Stochastic Control Approach For Sampling ICLR 2022 Stability Verification in Stochastic Control Systems via Neural Network Supermartingales AAAI 2022 Solving high-dimensional parabolic PDEs using the tensor train format ICML 2021 Variational Inference MPC using Tsallis Divergence RSS 2021 Adaptive Smoothing for Path Integral Control JMLR 2020