Online robust policy learning in the presence of unknown adversaries A Havens, Z Jiang, S Sarkar Advances in neural information processing systems 31, 2018 | 48 | 2018 |
A unified algebraic perspective on lipschitz neural networks A Araujo, A Havens, B Delattre, A Allauzen, B Hu arXiv preprint arXiv:2303.03169, 2023 | 34 | 2023 |
A Berry Picking Robot With A Hybrid Soft-Rigid Arm: Design and Task Space Control. NK Uppalapati, B Walt, AJ Havens, A Mahdian, G Chowdhary, G Krishnan Robotics: Science and Systems, 95, 2020 | 32 | 2020 |
On imitation learning of linear control policies: Enforcing stability and robustness constraints via LMI conditions A Havens, B Hu 2021 American Control Conference (ACC), 882-887, 2021 | 18 | 2021 |
Forced variational integrator networks for prediction and control of mechanical systems A Havens, G Chowdhary Learning for Dynamics and Control, 1142-1153, 2021 | 9 | 2021 |
Model-free μ synthesis via adversarial reinforcement learning D Keivan, A Havens, P Seiler, G Dullerud, B Hu 2022 American Control Conference (ACC), 3335-3341, 2022 | 7 | 2022 |
Learning latent state spaces for planning through reward prediction A Havens, Y Ouyang, P Nagarajan, Y Fujita arXiv preprint arXiv:1912.04201, 2019 | 7 | 2019 |
Learning to cope with adversarial attacks XY Lee, A Havens, G Chowdhary, S Sarkar arXiv preprint arXiv:1906.12061, 2019 | 7 | 2019 |
Revisiting PGD Attacks for Stability Analysis of High-Dimensional Nonlinear Systems and Perception-Based Control A Havens, D Kevian, P Seiler, G Dullerud, B Hu IEEE Control Systems Letters 7, 343-348, 2022 | 6* | 2022 |
Capabilities of large language models in control engineering: A benchmark study on gpt-4, claude 3 opus, and gemini 1.0 ultra D Kevian, U Syed, X Guo, A Havens, G Dullerud, P Seiler, L Qin, B Hu arXiv preprint arXiv:2404.03647, 2024 | 5 | 2024 |
Exploiting connections between Lipschitz structures for certifiably robust deep equilibrium models A Havens, A Araujo, S Garg, F Khorrami, B Hu Advances in Neural Information Processing Systems 36, 2024 | 4 | 2024 |
Novel quadratic constraints for extending lipsdp beyond slope-restricted activations P Pauli, A Havens, A Araujo, S Garg, F Khorrami, F Allgöwer, B Hu arXiv preprint arXiv:2401.14033, 2024 | 4 | 2024 |
On the scalability and memory efficiency of semidefinite programs for Lipschitz constant estimation of neural networks Z Wang, B Hu, AJ Havens, A Araujo, Y Zheng, Y Chen, S Jha The Twelfth International Conference on Learning Representations, 2024 | 4 | 2024 |
Reinforcement Learning and Adaptive Control G Chowdhary, G Joshi, A Havens Encyclopedia of Systems and Control, 1856-1863, 2021 | | 2021 |
Fine-grained Local Sensitivity Analysis of Standard Dot-Product Self-Attention AJ Havens, A Araujo, H Zhang, B Hu Forty-first International Conference on Machine Learning, 0 | | |