{"total":26,"rows":[{"id":"2405.10624","title":"Sample-Efficient Constrained Reinforcement Learning with General Parameterization","created":"2024-05-17","cited_by_count":11,"area":"deeprl"},{"id":"2405.19697","title":"Bilevel reinforcement learning via the development of hyper-gradient without lower-level convexity","created":"2024-05-30","cited_by_count":10,"area":"deeprl"},{"id":"2401.01084","title":"Global Convergence of Natural Policy Gradient with Hessian-aided Momentum Variance Reduction","created":"2024-01-02","cited_by_count":6,"area":"deeprl"},{"id":"2408.08075","title":"Independent Policy Mirror Descent for Markov Potential Games: Scaling to Large Number of Players","created":"2024-08-15","cited_by_count":6,"area":"deeprl"},{"id":"2403.19448","title":"Fisher-Rao Gradient Flows of Linear Programs and State-Action Natural Policy Gradients","created":"2024-03-28","cited_by_count":5,"area":"deeprl"},{"id":"2408.05885","title":"GFlowNet Training by Policy Gradients","created":"2024-08-12","cited_by_count":5,"area":"deeprl"},{"id":"2601.15353","title":"Reinforcement Learning in the Real World: A Survey of Statistical Challenges and Future Directions","created":"2026-01-21","cited_by_count":5,"area":"deeprl"},{"id":"2506.03757","title":"PPO in the Fisher-Rao geometry","created":"2025-06-04","cited_by_count":4,"area":"deeprl"},{"id":"2509.18822","title":"On the Convergence of Policy Mirror Descent with Temporal Difference Evaluation","created":"2025-09-23","cited_by_count":3,"area":"deeprl"},{"id":"2507.14444","title":"Statistical and Algorithmic Foundations of Reinforcement Learning","created":"2025-07-19","cited_by_count":2,"area":"deeprl"},{"id":"2512.24056","title":"Policy Mirror Descent with Temporal Difference Learning: Sample Complexity under Online Markov Data","created":"2025-12-30","cited_by_count":2,"area":"deeprl"},{"id":"2401.12508","title":"On the Stochastic (Variance-Reduced) Proximal Gradient Method for Regularized Expected Reward Optimization","created":"2024-01-23","cited_by_count":1,"area":"deeprl"},{"id":"2405.02769","title":"Linear Convergence of Independent Natural Policy Gradient in Games with Entropy Regularization","created":"2024-05-04","cited_by_count":1,"area":"deeprl"},{"id":"2406.04163","title":"Optimal Rates of Convergence for Entropy Regularization in Discounted Markov Decision Processes","created":"2024-06-06","cited_by_count":1,"area":"deeprl"},{"id":"2408.11513","title":"Last-Iterate Convergence of General Parameterized Policies in Constrained MDPs","created":"2024-08-21","cited_by_count":1,"area":"deeprl"},{"id":"2411.19193","title":"Convex Regularization and Convergence of Policy Gradient Flows under Safety Constraints","created":"2024-11-28","cited_by_count":1,"area":"deeprl"},{"id":"2507.04406","title":"Convergence and Sample Complexity of First-Order Methods for Agnostic Reinforcement Learning","created":"2025-07-06","cited_by_count":1,"area":"deeprl"},{"id":"2507.08718","title":"On the Effect of Regularization in Policy Mirror Descent","created":"2025-07-11","cited_by_count":1,"area":"deeprl"},{"id":"2509.01432","title":"The Geometry of Nonlinear Reinforcement Learning","created":"2025-09-01","cited_by_count":1,"area":"deeprl"},{"id":"2602.10894","title":"Revisiting Regularized Policy Optimization for Stable and Efficient Reinforcement Learning in Two-Player Games","created":"2026-02-11","cited_by_count":1,"area":"deeprl"},{"id":"2603.10199","title":"Actor-Accelerated Policy Dual Averaging for Reinforcement Learning in Continuous Action Spaces","created":"2026-03-10","cited_by_count":1,"area":"deeprl"},{"id":"2603.17875","title":"Operator-Theoretic Foundations and Policy Gradient Methods for General MDPs with Unbounded Costs","created":"2026-03-18","cited_by_count":1,"area":"deeprl"},{"id":"2604.06039","title":"Value Mirror Descent for Reinforcement Learning","created":"2026-04-07","cited_by_count":1,"area":"deeprl"},{"id":"2605.10671","title":"Natural Policy Gradient as Doubly Smoothed Policy Iteration: A Bellman-Operator Framework","created":"2026-05-11","cited_by_count":0,"area":"deeprl"},{"id":"2607.22982","title":"Finite-Time Analysis of the Natural Policy Gradient in Finite-Horizon Markov Decision Processes","created":"2026-07-25","cited_by_count":0,"area":"deeprl"},{"id":"2609.35466","title":"An analysis of Mirror-Descent Soft Actor-Critic","created":"2026-09-28","cited_by_count":0,"area":"deeprl"}],"next_cursor":null}