Aaron Havens

About Aaron Havens

Aaron Havens, With an exceptional h-index of 6 and a recent h-index of 6 (since 2020), a distinguished researcher at University of Illinois at Urbana-Champaign, specializes in the field of Decision Control and Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Capabilities of Large Language Models in Control Engineering: A Benchmark Study on GPT-4, Claude 3 Opus, and Gemini 1.0 Ultra

Exploiting connections between Lipschitz structures for certifiably robust deep equilibrium models

Novel Quadratic Constraints for Extending LipSDP beyond Slope-Restricted Activations

A unified algebraic perspective on lipschitz neural networks

Fine-grained Local Sensitivity Analysis of Standard Dot-Product Self-Attention

On the scalability and memory efficiency of semidefinite programs for Lipschitz constant estimation of neural networks

Revisiting PGD Attacks for Stability Analysis of High-Dimensional Nonlinear Systems and Perception-Based Control

Model-free μ synthesis via adversarial reinforcement learning

Aaron Havens Information

University

Position

___

Citations(all)

129

Citations(since 2020)

128

Cited By

31

hIndex(all)

6

hIndex(since 2020)

6

i10Index(all)

4

i10Index(since 2020)

4

Email

University Profile Page

Google Scholar

Aaron Havens Skills & Research Interests

Decision Control and Learning

Top articles of Aaron Havens

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

Exploiting connections between Lipschitz structures for certifiably robust deep equilibrium models

Advances in Neural Information Processing Systems

2024/2/13

Novel Quadratic Constraints for Extending LipSDP beyond Slope-Restricted Activations

arXiv preprint arXiv:2401.14033

2024/1/25

A unified algebraic perspective on lipschitz neural networks

arXiv preprint arXiv:2303.03169

2023/3/6

Aaron Havens
Aaron Havens

H-Index: 2

Bin Hu
Bin Hu

H-Index: 11

Fine-grained Local Sensitivity Analysis of Standard Dot-Product Self-Attention

2023/10/13

On the scalability and memory efficiency of semidefinite programs for Lipschitz constant estimation of neural networks

2023/10/13

Revisiting PGD Attacks for Stability Analysis of High-Dimensional Nonlinear Systems and Perception-Based Control

IEEE Control Systems Letters

2022/7/4

Aaron Havens
Aaron Havens

H-Index: 2

Bin Hu
Bin Hu

H-Index: 11

Model-free μ synthesis via adversarial reinforcement learning

2022/6/8

Aaron Havens
Aaron Havens

H-Index: 2

Bin Hu
Bin Hu

H-Index: 11

Reinforcement Learning and Adaptive Control

2021/8/4

Girish Joshi
Girish Joshi

H-Index: 4

Aaron Havens
Aaron Havens

H-Index: 2

Forced variational integrator networks for prediction and control of mechanical systems

2021/5/29

Aaron Havens
Aaron Havens

H-Index: 2

On imitation learning of linear control policies: Enforcing stability and robustness constraints via LMI conditions

2021/5/25

Aaron Havens
Aaron Havens

H-Index: 2

Bin Hu
Bin Hu

H-Index: 11

A Berry Picking Robot With A Hybrid Soft-Rigid Arm: Design and Task Space Control.

2020/7/16

See List of Professors in Aaron Havens University(University of Illinois at Urbana-Champaign)

Co-Authors

academic-engine