{"total":32,"rows":[{"id":"2306.10374","title":"A Survey of Contextual Optimization Methods for Decision Making under Uncertainty","created":"2023-06-17","cited_by_count":82,"area":null},{"id":"2106.09292","title":"CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing","created":"2021-06-17","cited_by_count":42,"area":null},{"id":"2108.01846","title":"Learning Barrier Certificates: Towards Safe Reinforcement Learning with Zero Training-time Violations","created":"2021-08-04","cited_by_count":39,"area":null},{"id":"2105.08881","title":"Enforcing Policy Feasibility Constraints through Differentiable Projection for Energy Optimization","created":"2021-05-19","cited_by_count":31,"area":null},{"id":"2410.10807","title":"HardNet: Hard-Constrained Neural Networks with Universal Approximation Guarantees","created":"2024-10-14","cited_by_count":31,"area":null},{"id":"2306.13867","title":"Physics-Informed Machine Learning for Modeling and Control of Dynamical Systems","created":"2023-06-24","cited_by_count":28,"area":null},{"id":"2105.14937","title":"Safe Pontryagin Differentiable Programming","created":"2021-05-31","cited_by_count":26,"area":null},{"id":"2403.17381","title":"Application-Driven Innovation in Machine Learning","created":"2024-03-26","cited_by_count":24,"area":null},{"id":"2305.06547","title":"Neural Lyapunov Control for Discrete-Time Systems","created":"2023-05-11","cited_by_count":23,"area":null},{"id":"2506.00362","title":"FSNet: Feasibility-Seeking Neural Network for Constrained Optimization with Guarantees","created":"2025-05-31","cited_by_count":21,"area":null},{"id":"2112.03850","title":"Policy Search for Model Predictive Control with Application to Agile Drone Flight","created":"2021-12-07","cited_by_count":20,"area":null},{"id":"2109.03861","title":"Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems","created":"2021-09-08","cited_by_count":16,"area":null},{"id":"2201.01347","title":"Learning Differentiable Safety-Critical Control using Control Barrier Functions for Generalization to Novel Environments","created":"2022-01-04","cited_by_count":9,"area":null},{"id":"2209.10034","title":"Differentiable Safe Controller Design through Control Barrier Functions","created":"2022-09-20","cited_by_count":8,"area":null},{"id":"2205.10728","title":"Neural Lyapunov Differentiable Predictive Control","created":"2022-05-22","cited_by_count":7,"area":null},{"id":"2212.11746","title":"Certified Policy Smoothing for Cooperative Multi-Agent Reinforcement Learning","created":"2022-12-22","cited_by_count":7,"area":null},{"id":"2208.02319","title":"Differentiable Predictive Control with Safety Guarantees: A Control Barrier Function Approach","created":"2022-08-03","cited_by_count":6,"area":null},{"id":"2107.11445","title":"Self-Correcting Neural Networks For Safe Classification","created":"2021-07-23","cited_by_count":4,"area":null},{"id":"2210.16940","title":"FI-ODE: Certifiably Robust Forward Invariance in Neural ODEs","created":"2022-10-30","cited_by_count":3,"area":null},{"id":"2105.08748","title":"Learning to Act Safely with Limited Exposure and Almost Sure Certainty","created":"2021-05-18","cited_by_count":2,"area":null},{"id":"2505.07054","title":"YANNs: Y-wise Affine Neural Networks for Exact and Efficient Representations of Piecewise Linear Functions","created":"2025-05-11","cited_by_count":2,"area":null},{"id":"2509.18404","title":"Zero-Shot Transferable Solution Method for Parametric Optimal Control Problems","created":"2025-09-22","cited_by_count":2,"area":null},{"id":"2201.08610","title":"Deep Q-learning: a robust control approach","created":"2022-01-21","cited_by_count":1,"area":null},{"id":"2301.00521","title":"A Policy Optimization Method Towards Optimal-time Stability","created":"2023-01-02","cited_by_count":1,"area":null},{"id":"2404.16883","title":"Myopically Verifiable Probabilistic Certificates for Safe Control and Learning","created":"2024-04-23","cited_by_count":1,"area":null},{"id":"2509.00655","title":"Revisiting Deep AC-OPF","created":"2025-08-31","cited_by_count":1,"area":null},{"id":"2102.00092","title":"Reinforcement Learning for Freight Booking Control Problems","created":"2021-01-29","cited_by_count":0,"area":null},{"id":"2201.00801","title":"Revisiting PGD Attacks for Stability Analysis of Large-Scale Nonlinear Systems and Perception-Based Control","created":"2022-01-03","cited_by_count":0,"area":null},{"id":"2307.06287","title":"Rational Neural Network Controllers","created":"2023-07-12","cited_by_count":0,"area":null},{"id":"2311.10863","title":"Verified Compositional Neuro-Symbolic Control for Stochastic Systems with Temporal Logic Tasks","created":"2023-11-17","cited_by_count":0,"area":null},{"id":"2501.17333","title":"A Guaranteed-Stable Neural Network Approach for Optimal Control of Nonlinear Systems","created":"2025-01-28","cited_by_count":0,"area":null},{"id":"2608.10332","title":"Topological Feasibility Guarantees for Differentiable Predictive Control","created":"2026-08-11","cited_by_count":0,"area":null}],"next_cursor":null}