Bin Hu
University of Illinois at Urbana-Champaign
H-index: 17
North America-United States
Top articles of Bin Hu
Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra
arXiv preprint arXiv:2404.03647
2024/4/4
COLD-Attack: Jailbreaking LLMs with Stealthiness and Controllability
arXiv preprint arXiv:2402.08679
2024/2/13
On the scalability and memory efficiency of semidefinite programs for Lipschitz constant estimation of neural networks
2023/10/13
Novel Quadratic Constraints for Extending LipSDP beyond Slope-Restricted Activations
arXiv preprint arXiv:2401.14033
2024/1/25
Exploiting Connections between Lipschitz Structures for Certifiably Robust Deep Equilibrium Models
Advances in Neural Information Processing Systems
2024/2/13
Complexity of Derivative-Free Policy Optimization for Structured Control
Advances in Neural Information Processing Systems
2024/2/13
Xingang Guo
H-Index: 3
Bin Hu
H-Index: 11
Diffusion-Based Adversarial Sample Generation for Improved Stealthiness and Controllability
Thirty-seventh Conference on Neural Information Processing Systems
2023/11/2
Bin Hu
H-Index: 11
Yongxin Chen
H-Index: 1
Toward a Theoretical Foundation of Policy Optimization for Learning Control Policies
2023/5/3
Bounds for the Tracking Error and Dynamic Regret of Inexact Online Optimization Methods: A General Analysis via Sequential Semidefinite Programs
arXiv preprint arXiv:2303.00937
2023/3/2
Emiliano Dall'Anese
H-Index: 29
Bin Hu
H-Index: 11
Learning the Kalman filter with fine-grained sample complexity
arXiv preprint arXiv:2301.12624
2023/1/30
Bin Hu
H-Index: 11
A Unified Algebraic Perspective on Lipschitz Neural Networks
arXiv preprint arXiv:2303.03169
2023/3/6
Aaron Havens
H-Index: 2
Bin Hu
H-Index: 11
Global Convergence of Direct Policy Search for State-Feedback Robust Control: A Revisit of Nonsmooth Synthesis with Goldstein Subdifferential
Advances in Neural Information Processing Systems
2022/12/6
Xingang Guo
H-Index: 3
Bin Hu
H-Index: 11
Revisiting PGD Attacks for Stability Analysis of High-Dimensional Nonlinear Systems and Perception-Based Control
IEEE Control Systems Letters
2022/7/4
Aaron Havens
H-Index: 2
Bin Hu
H-Index: 11
Connectivity of the Feasible and Sublevel Sets of Dynamic Output Feedback Control with Robustness Constraints
IEEE Control Systems Letters
2022/7/4
Bin Hu
H-Index: 11
Yang Zheng
H-Index: 10
Provable Acceleration of Heavy Ball beyond Quadratics for a Class of Polyak-Lojasiewicz Functions when the Non-Convexity is Averaged-Out
2022/6/28
Model-free μ synthesis via adversarial reinforcement learning
2022/6/8
Aaron Havens
H-Index: 2
Bin Hu
H-Index: 11
Convex Programs and Lyapunov Functions for Reinforcement Learning: A Unified Perspective on the Analysis of Value-Based Methods
2022/6/8
Xingang Guo
H-Index: 3
Bin Hu
H-Index: 11
Policy Optimization for Markovian Jump Linear Quadratic Control: Gradient Method and Global Convergence
IEEE Transactions on Automatic Control
2022/5/20
Joao Paulo Jansch-Porto
H-Index: 4
Bin Hu
H-Index: 11
Exact Formulas for Finite-Time Estimation Errors of Decentralized Temporal Difference Learning with Linear Function Approximation
arXiv preprint arXiv:2204.09801
2022/4/20
Xingang Guo
H-Index: 3
Bin Hu
H-Index: 11
Derivative-Free Policy Optimization for Linear Risk-Sensitive and Robust Control Design: Implicit Regularization and Sample Complexity
Advances in Neural Information Processing Systems
2021/12/6
Kaiqing Zhang
H-Index: 14
Bin Hu
H-Index: 11