{"total":13,"rows":[{"id":"2112.04553","title":"Recent Advances in Reinforcement Learning in Finance","created":"2021-12-08","cited_by_count":110,"area":null},{"id":"2111.11232","title":"Policy Gradient and Actor-Critic Learning in Continuous Time and Space: Theory and Algorithms","created":"2021-11-22","cited_by_count":101,"area":null},{"id":"2207.00713","title":"q-Learning in Continuous Time","created":"2022-07-02","cited_by_count":91,"area":null},{"id":"2305.18901","title":"Policy Optimization for Continuous Reinforcement Learning","created":"2023-05-30","cited_by_count":31,"area":null},{"id":"2311.14168","title":"Fast Policy Learning for Linear Quadratic Control with Entropy Regularization","created":"2023-11-23","cited_by_count":13,"area":null},{"id":"2405.20250","title":"Entropy annealing for policy mirror descent in continuous time and space","created":"2024-05-30","cited_by_count":12,"area":null},{"id":"2411.01302","title":"Regret of exploratory policy improvement and $q$-learning","created":"2024-11-02","cited_by_count":12,"area":null},{"id":"2302.05816","title":"A Policy Gradient Framework for Stochastic Optimal Control Problems with Global Convergence Guarantee","created":"2023-02-11","cited_by_count":10,"area":null},{"id":"2406.10959","title":"Convergence Analysis for Entropy-Regularized Control Problems: A Probabilistic Approach","created":"2024-06-16","cited_by_count":6,"area":null},{"id":"2208.08497","title":"Choquet regularization for reinforcement learning","created":"2022-08-17","cited_by_count":2,"area":null},{"id":"2506.08121","title":"Continuous Policy and Value Iteration for Relaxed Stochastic Control Problems and Its Convergence","created":"2025-06-09","cited_by_count":1,"area":null},{"id":"2609.14972","title":"Learning to Solve Stochastic Controls with Unknown Drifts and Running Rewards: Theory, Algorithms and Convergence","created":"2026-09-14","cited_by_count":0,"area":null},{"id":"2610.04285","title":"Amortized Score-Hamiltonian Policy Iteration: A Grid-Free Scheme for Relaxed Stochastic Control Problems","created":"2026-10-03","cited_by_count":0,"area":null}],"next_cursor":null}