{"total":17,"rows":[{"id":"2402.05279","title":"Safety Filters for Black-Box Dynamical Systems by Learning Discriminating Hyperplanes","created":"2024-02-07","cited_by_count":12,"area":"deeprl"},{"id":"2402.10033","title":"Neural Network Approaches for Parameterized Optimal Control","created":"2024-02-15","cited_by_count":8,"area":"deeprl"},{"id":"2409.13867","title":"MAGICS: Adversarial RL with Minimax Actors Guided by Implicit Critic Stackelberg for Convergent Neural Synthesis of Robot Safety","created":"2024-09-20","cited_by_count":7,"area":"deeprl"},{"id":"2512.12046","title":"Goal Reaching with Eikonal-Constrained Hierarchical Quasimetric Reinforcement Learning","created":"2025-12-12","cited_by_count":6,"area":"deeprl"},{"id":"2510.18082","title":"Provably Optimal Reinforcement Learning under Safety Filtering","created":"2025-10-20","cited_by_count":3,"area":"deeprl"},{"id":"2501.02620","title":"Back to Base: Towards Hands-Off Learning via Safe Resets with Reach-Avoid Safety Filters","created":"2025-01-05","cited_by_count":2,"area":"deeprl"},{"id":"2605.06145","title":"Unifying Goal-Conditioned RL and Unsupervised Skill Learning via Control-Maximization","created":"2026-05-07","cited_by_count":2,"area":"deeprl"},{"id":"2404.10064","title":"The Feasibility Theory of Constrained Reinforcement Learning: A Tutorial Study","created":"2024-04-15","cited_by_count":1,"area":"deeprl"},{"id":"2409.19746","title":"Learning Robust Policies via Interpretable Hamilton-Jacobi Reachability-Guided Disturbances","created":"2024-09-29","cited_by_count":1,"area":"deeprl"},{"id":"2410.02898","title":"Deep Reinforcement Learning for Reach-Avoid-Stay Problems","created":"2024-10-03","cited_by_count":1,"area":"deeprl"},{"id":"2602.16475","title":"Certifying Hamilton-Jacobi Reachability Learned via Reinforcement Learning","created":"2026-02-18","cited_by_count":1,"area":"deeprl"},{"id":"2601.08050","title":"Unifying Hamilton-Jacobi Reachability and Reinforcement Learning","created":"2026-01-12","cited_by_count":0,"area":"deeprl"},{"id":"2602.15817","title":"Solving Parameter-Robust Avoid Problems with Unknown Feasibility using Reinforcement Learning","created":"2026-02-17","cited_by_count":0,"area":"deeprl"},{"id":"2605.05989","title":"Verifiable Model-Free Safety Filters via Reinforcement Learning","created":"2026-05-07","cited_by_count":0,"area":"deeprl"},{"id":"2606.15311","title":"Hamilton-Jacobi Reachability-Based Safe Reinforcement Learning for Emergency Collision Avoidance","created":"2026-06-13","cited_by_count":0,"area":"deeprl"},{"id":"2607.07893","title":"Reachability-Preserving Bellman Operator for the Discounted Reach-Cost Value Function: Uniting Hamilton-Jacobi Reachability and Reinforcement Learning","created":"2026-07-08","cited_by_count":0,"area":"deeprl"},{"id":"2609.27312","title":"Turning Safety into Competence: Minimally Exploitable Robot Policies via Safety-Filtered Reinforcement Learning","created":"2026-09-23","cited_by_count":0,"area":"deeprl"}],"next_cursor":null}