{"total":20,"rows":[{"id":"2402.02025","title":"A Survey of Constraint Formulations in Safe Reinforcement Learning","created":"2024-02-03","cited_by_count":44,"area":"deeprl"},{"id":"2406.15788","title":"Distributionally Robust Constrained Reinforcement Learning under Strong Duality","created":"2024-06-22","cited_by_count":15,"area":"deeprl"},{"id":"2408.16286","title":"Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form","created":"2024-08-29","cited_by_count":10,"area":"deeprl"},{"id":"2405.01327","title":"Constrained Reinforcement Learning Under Model Mismatch","created":"2024-05-02","cited_by_count":8,"area":"deeprl"},{"id":"2401.17780","title":"A Policy Gradient Primal-Dual Algorithm for Constrained MDPs with Uniform PAC Guarantees","created":"2024-01-31","cited_by_count":6,"area":"deeprl"},{"id":"2502.10138","title":"Provably Efficient RL under Episode-Wise Safety in Constrained MDPs with Linear Function Approximation","created":"2025-02-14","cited_by_count":6,"area":"deeprl"},{"id":"2601.19612","title":"Safe Exploration via Policy Priors","created":"2026-01-27","cited_by_count":6,"area":"deeprl"},{"id":"2403.15928","title":"Safe Reinforcement Learning for Constrained Markov Decision Processes with Stochastic Stopping Time","created":"2024-03-23","cited_by_count":5,"area":"deeprl"},{"id":"2603.27884","title":"Near-Optimal Primal-Dual Algorithm for Learning Linear Mixture CMDPs with Adversarial Rewards","created":"2026-03-29","cited_by_count":2,"area":"deeprl"},{"id":"2605.11586","title":"Learning Weakly Communicating Average-Reward CMDPs: Strong Duality and Improved Regret","created":"2026-05-12","cited_by_count":2,"area":"deeprl"},{"id":"2606.00270","title":"Robust Shielding for Safe Reinforcement Learning","created":"2026-05-29","cited_by_count":2,"area":"deeprl"},{"id":"2404.07315","title":"Structured Reinforcement Learning for Media Streaming at the Wireless Edge","created":"2024-04-10","cited_by_count":1,"area":"deeprl"},{"id":"2601.21845","title":"Constrained Meta Reinforcement Learning with Provable Test-Time Safety","created":"2026-01-29","cited_by_count":1,"area":"deeprl"},{"id":"2602.15076","title":"Near-Optimal Sample Complexity for Online Constrained MDPs","created":"2026-02-16","cited_by_count":1,"area":"deeprl"},{"id":"2601.08646","title":"Provably Safe Reinforcement Learning for Stochastic Reach-Avoid Problems with Entropy Regularization","created":"2026-01-13","cited_by_count":0,"area":"deeprl"},{"id":"2604.04251","title":"MC-CPO: Mastery-Conditioned Constrained Policy Optimization for Pedagogically Safe Intelligent Tutoring Systems","created":"2026-04-05","cited_by_count":0,"area":"deeprl"},{"id":"2605.11535","title":"Primal-Dual Policy Optimization for Linear CMDPs with Adversarial Losses","created":"2026-05-12","cited_by_count":0,"area":"deeprl"},{"id":"2605.19469","title":"Sampling-Based Safe Reinforcement Learning","created":"2026-05-19","cited_by_count":0,"area":"deeprl"},{"id":"2609.01418","title":"Provably Safe Sim-to-Real Transfer","created":"2026-09-01","cited_by_count":0,"area":"deeprl"},{"id":"2610.02520","title":"Instance-Dependent Regret for CMDPs with Step-Wise Constraints","created":"2026-10-01","cited_by_count":0,"area":"deeprl"}],"next_cursor":null}