{"total":30,"rows":[{"id":"2106.07108","title":"Pointwise Feasibility of Gaussian Process-based Safety-Critical Control under Model Uncertainty","created":"2021-06-13","cited_by_count":13,"area":null},{"id":"2110.15911","title":"Physics-informed linear regression is competitive with two Machine Learning methods in residential building MPC","created":"2021-10-29","cited_by_count":9,"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":"2311.05360","title":"Basis functions nonlinear data-enabled predictive control: Consistent and computationally efficient formulations","created":"2023-11-09","cited_by_count":5,"area":null},{"id":"2408.08628","title":"A survey on secure decentralized optimization and learning","created":"2024-08-16","cited_by_count":4,"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":"2505.18008","title":"Deep Operator Neural Network Model Predictive Control","created":"2025-05-23","cited_by_count":3,"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":"2407.16407","title":"Data-Driven Stochastic Optimal Control in Reproducing Kernel Hilbert Spaces","created":"2024-07-23","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":"2106.10533","title":"Learning to Reach, Swim, Walk and Fly in One Trial: Data-Driven Control with Scarce Data and Side Information","created":"2021-06-19","cited_by_count":1,"area":null},{"id":"2205.15703","title":"Lessons Learned from Data-Driven Building Control Experiments: Contrasting Gaussian Process-based MPC, Bilevel DeePC, and Deep Reinforcement Learning","created":"2022-05-31","cited_by_count":1,"area":null},{"id":"2311.09851","title":"Urban traffic congestion control: a DeePC change","created":"2023-11-16","cited_by_count":1,"area":null},{"id":"2401.04508","title":"Data-driven Nonlinear Model Reduction using Koopman Theory: Integrated Control Form and NMPC Case Study","created":"2024-01-09","cited_by_count":1,"area":null},{"id":"2510.04591","title":"Data-Driven Adaptive PID Control Based on Physics-Informed Neural Networks","created":"2025-10-06","cited_by_count":1,"area":null},{"id":"2604.04528","title":"Receding-Horizon Control via Drifting Models","created":"2026-04-06","cited_by_count":1,"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":"2206.12333","title":"Achievement and Fragility of Long-term Equitability","created":"2022-06-24","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":"2404.15098","title":"Uncertainty Quantification of Data-Driven Output Predictors in the Output Error Setting","created":"2024-04-23","cited_by_count":0,"area":null},{"id":"2411.07192","title":"Data-Driven Predictive Control of Nonholonomic Robots Based on a Bilinear Koopman Realization: Data Does Not Replace Geometry","created":"2024-11-11","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":"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":"2603.16599","title":"Data-driven generalized perimeter control: Z\\\"urich case study","created":"2026-03-17","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":"2605.07052","title":"A Behavioral Framework for Data-Driven Modeling of Nonlinear Systems in Vector-Valued Reproducing Kernel Hilbert Spaces","created":"2026-05-08","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":"2606.28764","title":"Hierarchical Decision Making with Structured Policies: A Principled Design via Inverse Optimization","created":"2026-06-27","cited_by_count":0,"area":null}],"next_cursor":null}