{"total":38,"rows":[{"id":"2309.05858","title":"Uncovering mesa-optimization algorithms in Transformers","created":"2023-09-11","cited_by_count":100,"area":null},{"id":"2105.07229","title":"Data-Driven Reachability Analysis from Noisy Data","created":"2021-05-15","cited_by_count":14,"area":null},{"id":"2203.00474","title":"On the sample complexity of stabilizing linear dynamical systems from data","created":"2022-02-28","cited_by_count":8,"area":null},{"id":"2104.13901","title":"Symbolic Abstractions From Data: A PAC Learning Approach","created":"2021-04-28","cited_by_count":6,"area":null},{"id":"2103.14110","title":"Robust Data-Driven Predictive Control using Reachability Analysis","created":"2021-03-25","cited_by_count":3,"area":null},{"id":"2207.11049","title":"Context-aware controller inference for stabilizing dynamical systems from scarce data","created":"2022-07-22","cited_by_count":3,"area":null},{"id":"2303.17618","title":"Data-driven abstractions via adaptive refinements and a Kantorovich metric [extended version]","created":"2023-03-30","cited_by_count":3,"area":null},{"id":"2407.11069","title":"Combining Federated Learning and Control: A Survey","created":"2024-07-12","cited_by_count":3,"area":null},{"id":"2206.01272","title":"Data-Driven Linear Koopman Embedding for Networked Systems: Model-Predictive Grid Control","created":"2022-06-02","cited_by_count":2,"area":null},{"id":"2303.17819","title":"An Efficient Off-Policy Reinforcement Learning Algorithm for the Continuous-Time LQR Problem","created":"2023-03-31","cited_by_count":2,"area":null},{"id":"2401.01489","title":"The Neuron as a Direct Data-Driven Controller","created":"2024-01-03","cited_by_count":2,"area":null},{"id":"2402.02588","title":"Controller Synthesis from Noisy-Input Noisy-Output Data","created":"2024-02-04","cited_by_count":2,"area":null},{"id":"2406.00234","title":"Learning to Stabilize Unknown LTI Systems on a Single Trajectory under Stochastic Noise","created":"2024-05-31","cited_by_count":2,"area":null},{"id":"2408.07386","title":"Fading memory and the convolution theorem","created":"2024-08-14","cited_by_count":2,"area":null},{"id":"2412.16564","title":"Predictive Monitoring of Black-Box Dynamical Systems","created":"2024-12-21","cited_by_count":2,"area":null},{"id":"2311.11151","title":"On the Hardness of Learning to Stabilize Linear Systems","created":"2023-11-18","cited_by_count":1,"area":null},{"id":"2506.23703","title":"A New Perspective On AI Safety Through Control Theory Methodologies","created":"2025-06-30","cited_by_count":1,"area":null},{"id":"2508.13241","title":"Data driven feedback linearization of nonlinear control systems via Lie derivatives and stacked regression approach","created":"2025-08-18","cited_by_count":1,"area":null},{"id":"2102.00573","title":"A Secure Learning Control Strategy via Dynamic Camouflaging for Unknown Dynamical Systems under Attacks","created":"2021-02-01","cited_by_count":0,"area":null},{"id":"2102.09111","title":"Online Optimization and Ambiguity-based Learning of Distributionally Uncertain Dynamic Systems","created":"2021-02-18","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":"2211.17249","title":"Efficient Reinforcement Learning Through Trajectory Generation","created":"2022-11-30","cited_by_count":0,"area":null},{"id":"2303.04777","title":"LMI-based Data-Driven Robust Model Predictive Control","created":"2023-03-08","cited_by_count":0,"area":null},{"id":"2308.08138","title":"Data-Driven Adversarial Online Control for Unknown Linear Systems","created":"2023-08-16","cited_by_count":0,"area":null},{"id":"2403.08553","title":"Regret Analysis of Policy Optimization over Submanifolds for Linearly Constrained Online LQG","created":"2024-03-13","cited_by_count":0,"area":null},{"id":"2504.08484","title":"Interpolation Conditions for Data Consistency and Prediction in Noisy Linear Systems","created":"2025-04-11","cited_by_count":0,"area":null},{"id":"2505.06407","title":"Direct Data Driven Control Using Noisy Measurements","created":"2025-05-09","cited_by_count":0,"area":null},{"id":"2506.01816","title":"An adaptive data sampling strategy for stabilizing dynamical systems via controller inference","created":"2025-06-02","cited_by_count":0,"area":null},{"id":"2506.22186","title":"Thompson Sampling-Based Learning and Control for Unknown Dynamic Systems","created":"2025-06-27","cited_by_count":0,"area":null},{"id":"2508.06052","title":"Data-Driven Density Steering via the Gromov-Wasserstein Optimal Transport Distance","created":"2025-08-08","cited_by_count":0,"area":null},{"id":"2508.17142","title":"Frequency Response Identification of Low-Order Systems: Finite-Sample Analysis","created":"2025-08-23","cited_by_count":0,"area":null},{"id":"2509.04413","title":"SAFE--MA--RRT: Multi-Agent Motion Planning with Data-Driven Safety Certificates","created":"2025-09-04","cited_by_count":0,"area":null},{"id":"2509.16746","title":"On the System Theoretic Offline Learning of Continuous-Time LQR with Exogenous Disturbances","created":"2025-09-20","cited_by_count":0,"area":null},{"id":"2511.09242","title":"Robust Least-Squares Optimization for Data-Driven Predictive Control: A Geometric Approach","created":"2025-11-12","cited_by_count":0,"area":null},{"id":"2604.17213","title":"Symplectic Inductive Bias for Data-Driven Target Reachability in Hamiltonian Systems","created":"2026-04-19","cited_by_count":0,"area":null},{"id":"2605.20108","title":"k-Inductive Neural Barrier Certificates for Unknown Nonlinear Dynamics","created":"2026-05-19","cited_by_count":0,"area":null},{"id":"2606.11596","title":"Model-Based and Data-Driven Hierarchical Control and Topology Co-Design for Robust Networked Systems","created":"2026-06-10","cited_by_count":0,"area":null},{"id":"2610.02014","title":"Atoms to Processes: The Role of Artificial Intelligence and Machine Learning in Chemical Engineering","created":"2026-10-01","cited_by_count":0,"area":null}],"next_cursor":null}