Mahyar Fazlyab

Mahyar Fazlyab

Johns Hopkins University

H-index: 16

North America-United States

About Mahyar Fazlyab

Mahyar Fazlyab, With an exceptional h-index of 16 and a recent h-index of 16 (since 2020), a distinguished researcher at Johns Hopkins University, specializes in the field of Optimization, Control Theory, Dynamical Systems, Machine Learning.

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

Gradient-Regularized Out-of-Distribution Detection

Actor-Critic Physics-informed Neural Lyapunov Control

Verification-Aided Learning of Neural Network Barrier Functions with Termination Guarantees

Certified Robustness via Dynamic Margin Maximization and Improved Lipschitz Regularization

Learning Performance-Oriented Control Barrier Functions Under Complex Safety Constraints and Limited Actuation

Certified Invertibility in Neural Networks via Mixed-Integer Programming

Automated reachability analysis of neural network-controlled systems via adaptive polytopes

ReachLipBnB: A branch-and-bound method for reachability analysis of neural autonomous systems using Lipschitz bounds

Mahyar Fazlyab Information

University

Position

___

Citations(all)

1528

Citations(since 2020)

1403

Cited By

482

hIndex(all)

16

hIndex(since 2020)

16

i10Index(all)

24

i10Index(since 2020)

23

Email

University Profile Page

Google Scholar

Mahyar Fazlyab Skills & Research Interests

Optimization

Control Theory

Dynamical Systems

Machine Learning

Top articles of Mahyar Fazlyab

Gradient-Regularized Out-of-Distribution Detection

arXiv preprint arXiv:2404.12368

2024/4/18

Bardia Safaei
Bardia Safaei

H-Index: 6

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Actor-Critic Physics-informed Neural Lyapunov Control

arXiv preprint arXiv:2403.08448

2024/3/13

Jiarui Wang
Jiarui Wang

H-Index: 4

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Verification-Aided Learning of Neural Network Barrier Functions with Termination Guarantees

arXiv preprint arXiv:2403.07308

2024/3/12

Shaoru Chen
Shaoru Chen

H-Index: 3

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Certified Robustness via Dynamic Margin Maximization and Improved Lipschitz Regularization

Advances in Neural Information Processing Systems

2024/2/13

Learning Performance-Oriented Control Barrier Functions Under Complex Safety Constraints and Limited Actuation

arXiv preprint arXiv:2401.05629

2024/1/11

Shaoru Chen
Shaoru Chen

H-Index: 3

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Certified Invertibility in Neural Networks via Mixed-Integer Programming

2023/6/6

Manfred Morari
Manfred Morari

H-Index: 73

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Automated reachability analysis of neural network-controlled systems via adaptive polytopes

2023/6/6

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

ReachLipBnB: A branch-and-bound method for reachability analysis of neural autonomous systems using Lipschitz bounds

2023/5/29

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

One-shot reachability analysis of neural network dynamical systems

2023/5/29

Shaoru Chen
Shaoru Chen

H-Index: 3

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Deepsplit: Scalable verification of deep neural networks via operator splitting

IEEE Open Journal of Control Systems

2022/6/30

Safety verification and robustness analysis of neural networks via quadratic constraints and semidefinite programming

2019/12/12

On centralized and distributed mirror descent: Convergence analysis using quadratic constraints

IEEE Transactions on Automatic Control

2022/12/20

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Semidefinite relaxations of truncated least-squares in robust rotation search: Tight or not

2022/10/23

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Towards understanding the semidefinite relaxations of truncated least-squares in robust rotation search

arXiv preprint arXiv:2207.08350

2022/7/18

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

An introduction to neural network analysis via semidefinite programming

2021/12/14

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Manfred Morari
Manfred Morari

H-Index: 73

Learning region of attraction for nonlinear systems

2021/12/14

Certifying incremental quadratic constraints for neural networks via convex optimization

2021/5/29

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Performance bounds for neural network estimators: Applications in fault detection

2021/5/25

Mahyar Fazlyab
Mahyar Fazlyab

H-Index: 10

Learning lyapunov functions for hybrid systems

2021/5/19

Stability analysis of complementarity systems with neural network controllers

2021/5/19

See List of Professors in Mahyar Fazlyab University(Johns Hopkins University)

Co-Authors

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