Reinforcement learning for safety-critical control under model uncertainty, using control lyapunov functions and control barrier functions J Choi, F Castaneda, CJ Tomlin, K Sreenath arXiv preprint arXiv:2004.07584, 2020 | 211 | 2020 |
Robust control barrier–value functions for safety-critical control JJ Choi, D Lee, K Sreenath, CJ Tomlin, SL Herbert 2021 60th IEEE Conference on Decision and Control (CDC), 6814-6821, 2021 | 115 | 2021 |
Pointwise feasibility of gaussian process-based safety-critical control under model uncertainty F Castaneda, JJ Choi, B Zhang, CJ Tomlin, K Sreenath 2021 60th IEEE Conference on Decision and Control (CDC), 6762-6769, 2021 | 51 | 2021 |
Gaussian Process-based Min-norm Stabilizing Controller for Control-Affine Systems with Uncertain Input Effects and Dynamics F Castañeda, JJ Choi, B Zhang, CJ Tomlin, K Sreenath arXiv preprint arXiv:2011.07183, 2020 | 47 | 2020 |
Data-driven safety filters: Hamilton-jacobi reachability, control barrier functions, and predictive methods for uncertain systems KP Wabersich, AJ Taylor, JJ Choi, K Sreenath, CJ Tomlin, AD Ames, ... IEEE Control Systems Magazine 43 (5), 137-177, 2023 | 45 | 2023 |
Scalable learning of safety guarantees for autonomous systems using Hamilton-Jacobi reachability S Herbert, JJ Choi, S Sanjeev, M Gibson, K Sreenath, CJ Tomlin 2021 IEEE International Conference on Robotics and Automation (ICRA), 5914-5920, 2021 | 36 | 2021 |
Designing shelly, a robot capable of assessing and restraining children's robot abusing behaviors H Ku, JJ Choi, S Lee, S Jang, W Do Companion of the 2018 ACM/IEEE international conference on human-robot …, 2018 | 25 | 2018 |
Lyapunov density models: Constraining distribution shift in learning-based control K Kang, P Gradu, JJ Choi, M Janner, C Tomlin, S Levine International Conference on Machine Learning, 10708-10733, 2022 | 18 | 2022 |
Probabilistic safe online learning with control barrier functions F Castaneda, JJ Choi, W Jung, B Zhang, CJ Tomlin, K Sreenath arXiv preprint arXiv:2208.10733, 2022 | 17 | 2022 |
Computation of regions of attraction for hybrid limit cycles using reachability: An application to walking robots JJ Choi, A Agrawal, K Sreenath, CJ Tomlin, S Bansal IEEE Robotics and Automation Letters 7 (2), 4504-4511, 2022 | 10 | 2022 |
Shelly, a tortoise-like robot for one-to-many interaction with children H Ku, JJ Choi, S Lee, S Jang, W Do Companion of the 2018 ACM/IEEE International Conference on Human-Robot …, 2018 | 10 | 2018 |
Gaussian process-based min-norm stabilizing controller for control-affine systems with uncertain input effects F Castaneda, JJ Choi, B Zhang, CJ Tomlin, K Sreenath arXiv preprint arXiv:2011.07183, 2020 | 9 | 2020 |
Towards Flight Envelope Protection for the NASA Tiltwing eVTOL Flight Mode Transition Using Hamilton-Jacobi Reachability TW Hsu, JJ Choi, D Amin, C Tomlin, SC McWherter, M Piedmonte Journal of the American Helicopter Society 69 (2), 1-18, 2024 | 3 | 2024 |
A forward reachability perspective on robust control invariance and discount factors in reachability analysis JJ Choi, D Lee, B Li, JP How, K Sreenath, SL Herbert, CJ Tomlin arXiv preprint arXiv:2310.17180, 2023 | 3 | 2023 |
Constraint-guided online data selection for scalable data-driven safety filters in uncertain robotic systems JJ Choi, F Castaneda, W Jung, B Zhang, CJ Tomlin, K Sreenath arXiv preprint arXiv:2311.13824, 2023 | 2 | 2023 |
Online social touch pattern recognition with multi-modal-sensing modular tactile interface HJ Ku, JJ Choi, S Jang, W Do, S Lee, S Seok 2019 16th International Conference on Ubiquitous Robots (UR), 271-277, 2019 | 2 | 2019 |
Safety filters for black-box dynamical systems by learning discriminating hyperplanes W Lavanakul, J Choi, K Sreenath, C Tomlin 6th Annual Learning for Dynamics & Control Conference, 1278-1291, 2024 | | 2024 |
Robust Hybrid Systems Differential Dynamic Programming for Worst-Case Disturbance P Mohnot, A Thirugnanam, JJ Choi, K Sreenath | | |