Sample-efficient cross-entropy method for real-time planning C Pinneri, S Sawant, S Blaes, J Achterhold, J Stueckler, M Rolinek, ... Conference on Robot Learning, 2020 | 90 | 2020 |
Extracting strong policies for robotics tasks from zero-order trajectory optimizers C Pinneri*, S Sawant*, S Blaes, G Martius International Conference on Learning Representations, 2020 | 11 | 2020 |
Learning-based MPC from big data using reinforcement learning S Sawant, AS Anand, D Reinhardt, S Gros arXiv preprint arXiv:2301.01667, 2023 | 5 | 2023 |
A Learning-Based Model Predictive Control Strategy for Home Energy Management Systems W Cai, S Sawant, D Reinhardt, S Rastegarpour, S Gros IEEE Access, 2023 | 2 | 2023 |
A Painless Deterministic Policy Gradient Method for Learning-based MPC AS Anand, D Reinhardt, S Sawant, JT Gravdahl, S Gros 2023 European Control Conference (ECC), 1-7, 2023 | 1 | 2023 |
Bridging the gap between QP-based and MPC-based Reinforcement Learning S Sawant, S Gros IFAC-PapersOnLine 55 (15), 7-12, 2022 | 1 | 2022 |
Data-Driven Predictive Control and MPC: Do we achieve optimality? AS Anand, S Sawant, D Reinhardt, S Gros arXiv preprint arXiv:2405.17892, 2024 | | 2024 |
Model-Free Data-Driven Predictive Control Using Reinforcement Learning S Sawant, D Reinhardt, AB Kordabad, S Gros 2023 62nd IEEE Conference on Decision and Control (CDC), 4046-4052, 2023 | | 2023 |
Hierarchical Reinforcement Learning for Spatio-temporal Planning S Sawant | | 2018 |