Exponentiated gradient meets gradient descent U Ghai, E Hazan, Y Singer Algorithmic Learning Theory 117, 386-407, 2020 | 47 | 2020 |
No-regret prediction in marginally stable systems U Ghai, H Lee, K Singh, C Zhang, Y Zhang Conference on Learning Theory, 1714-1757, 2020 | 23 | 2020 |
Machine learning for mechanical ventilation control D Suo, N Agarwal, W Xia, X Chen, U Ghai, A Yu, P Gradu, K Singh, ... arXiv preprint arXiv:2102.06779, 2021 | 12 | 2021 |
Non-convex online learning via algorithmic equivalence U Ghai, Z Lu, E Hazan Advances in Neural Information Processing Systems 35, 22161--22172, 2022 | 11 | 2022 |
Deluca–A Differentiable Control Library: Environments, Methods, and Benchmarking P Gradu, J Hallman, D Suo, A Yu, N Agarwal, U Ghai, K Singh, C Zhang, ... | 11 | 2020 |
Generating adversarial disturbances for controller verification U Ghai, D Snyder, A Majumdar, E Hazan Learning for Dynamics and Control, 1192-1204, 2021 | 8 | 2021 |
A Regret Minimization Approach to Multi-Agent Control U Ghai, U Madhushani, N Leonard, E Hazan International Conference on Machine Learning 162, 7422--7434, 2022 | 4 | 2022 |
Online nonstochastic model-free reinforcement learning U Ghai, A Gupta, W Xia, K Singh, E Hazan Advances in Neural Information Processing Systems 36, 2024 | 3 | 2024 |
Robust online control with model misspecification U Ghai, X Chen, E Hazan, A Megretski Learning for Dynamics and Control Conference, 1163-1175, 2022 | 3* | 2022 |
A Game Theoretic Lens for Robustness in Control UB Ghai Princeton, NJ: Princeton University, 2024 | | 2024 |