Matt Fredrikson

Matt Fredrikson

Carnegie Mellon University

H-index: 33

North America-United States

About Matt Fredrikson

Matt Fredrikson, With an exceptional h-index of 33 and a recent h-index of 29 (since 2020), a distinguished researcher at Carnegie Mellon University, specializes in the field of Security and Privacy, Fair & Trustworthy AI, Formal Methods.

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

Grounding Neural Inference with Satisfiability Modulo Theories

Centroid-Based Learning for Malware Detection and Novel Family Identification

Effectively Leveraging Capacity for Improved Deterministic Robustness Certification

Enhancing Neural Network Transparency through Representation Analysis

Is Certifying Robustness Still Worthwhile?

A recipe for improved certifiable robustness: Capacity and data

Representation engineering: A top-down approach to ai transparency

Universal and transferable adversarial attacks on aligned language models

Matt Fredrikson Information

University

Position

Assistant Professor

Citations(all)

12405

Citations(since 2020)

10157

Cited By

5734

hIndex(all)

33

hIndex(since 2020)

29

i10Index(all)

49

i10Index(since 2020)

47

Email

University Profile Page

Google Scholar

Matt Fredrikson Skills & Research Interests

Security and Privacy

Fair & Trustworthy AI

Formal Methods

Top articles of Matt Fredrikson

Grounding Neural Inference with Satisfiability Modulo Theories

Advances in Neural Information Processing Systems

2024/2/13

Centroid-Based Learning for Malware Detection and Novel Family Identification

2023/10/13

Effectively Leveraging Capacity for Improved Deterministic Robustness Certification

2023/10/13

Kai Hu
Kai Hu

H-Index: 13

Zifan Wang
Zifan Wang

H-Index: 3

Matt Fredrikson
Matt Fredrikson

H-Index: 25

Is Certifying Robustness Still Worthwhile?

arXiv preprint arXiv:2310.09361

2023/10/13

A recipe for improved certifiable robustness: Capacity and data

arXiv preprint arXiv:2310.02513

2023/10/4

Kai Hu
Kai Hu

H-Index: 13

Zifan Wang
Zifan Wang

H-Index: 3

Matt Fredrikson
Matt Fredrikson

H-Index: 25

Universal and transferable adversarial attacks on aligned language models

arXiv preprint arXiv:2307.15043

2023/7/27

Andy Zou
Andy Zou

H-Index: 1

Zifan Wang
Zifan Wang

H-Index: 3

Matt Fredrikson
Matt Fredrikson

H-Index: 25

Transfer Attacks and Defenses for Large Language Models on Coding Tasks

arXiv preprint arXiv:2311.13445

2023/11/22

Robustness Evaluation of Proxy Models against Adversarial Optimization

2023/10/13

Degradation Attacks on Certifiably Robust Neural Networks

2022/11/30

Black-box audits for group distribution shifts

arXiv preprint arXiv:2209.03620

2022/9/8

Samuel Yeom
Samuel Yeom

H-Index: 5

Matt Fredrikson
Matt Fredrikson

H-Index: 25

Self-correcting neural networks for safe classification

2022/7/31

Exploring Conceptual Soundness with TruLens

2022/7/20

TEO: Ephemeral ownership for iot devices to provide granular data control

2022/6/27

On the Perils of Cascading Robust Classifiers

arXiv preprint arXiv:2206.00278

2022/6/1

Faithful Explanations for Deep Graph Models

arXiv preprint arXiv:2205.11850

2022/5/24

Privacy-preserving case-based explanations: Enabling visual interpretability by protecting privacy

IEEE Access

2022/3/8

Enhancing the insertion of NOP instructions to obfuscate malware via deep reinforcement learning

Computers & Security

2022/2/1

Matt Fredrikson
Matt Fredrikson

H-Index: 25

Quan Le
Quan Le

H-Index: 1

Relaxing local robustness

Advances in Neural Information Processing Systems

2021/12/6

Matt Fredrikson
Matt Fredrikson

H-Index: 25

See List of Professors in Matt Fredrikson University(Carnegie Mellon University)

Co-Authors

academic-engine