{"total":16,"rows":[{"id":"2209.05423","title":"Statistical Learning Theory for Control: A Finite Sample Perspective","created":"2022-09-12","cited_by_count":53,"area":null},{"id":"2307.14619","title":"Provable Guarantees for Generative Behavior Cloning: Bridging Low-Level Stability and High-Level Behavior","created":"2023-07-27","cited_by_count":33,"area":null},{"id":"2206.10524","title":"Lyapunov Density Models: Constraining Distribution Shift in Learning-Based Control","created":"2022-06-21","cited_by_count":28,"area":null},{"id":"2202.08311","title":"Single Trajectory Nonparametric Learning of Nonlinear Dynamics","created":"2022-02-16","cited_by_count":26,"area":null},{"id":"2202.04598","title":"Reproducibility in Optimization: Theoretical Framework and Limits","created":"2022-02-09","cited_by_count":21,"area":null},{"id":"2310.11428","title":"Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning and Autoregression","created":"2023-10-17","cited_by_count":14,"area":null},{"id":"2206.06863","title":"How are policy gradient methods affected by the limits of control?","created":"2022-06-14","cited_by_count":10,"area":null},{"id":"2307.10524","title":"Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions","created":"2023-07-20","cited_by_count":8,"area":null},{"id":"2104.13868","title":"Communication Topology Co-Design in Graph Recurrent Neural Network Based Distributed Control","created":"2021-04-28","cited_by_count":7,"area":null},{"id":"2209.09881","title":"Risk Verification of Stochastic Systems with Neural Network Controllers","created":"2022-08-26","cited_by_count":6,"area":null},{"id":"2210.04810","title":"Towards a Theoretical Foundation of Policy Optimization for Learning Control Policies","created":"2022-10-10","cited_by_count":6,"area":null},{"id":"2112.10690","title":"Adversarially Robust Stability Certificates can be Sample-Efficient","created":"2021-12-20","cited_by_count":2,"area":null},{"id":"2103.16629","title":"Learning Lipschitz Feedback Policies from Expert Demonstrations: Closed-Loop Guarantees, Generalization and Robustness","created":"2021-03-30","cited_by_count":0,"area":null},{"id":"2112.11210","title":"Discrete fully probabilistic design: towards a control pipeline for the synthesis of policies from examples","created":"2021-12-21","cited_by_count":0,"area":null},{"id":"2209.02424","title":"Cross apprenticeship learning framework: Properties and solution approaches","created":"2022-09-06","cited_by_count":0,"area":null},{"id":"2411.15972","title":"Stability properties of gradient flow dynamics for the symmetric low-rank matrix factorization problem","created":"2024-11-24","cited_by_count":0,"area":null}],"next_cursor":null}