Matthias Althoff

Matthias Althoff

Technische Universität München

H-index: 54

Europe-Germany

About Matthias Althoff

Matthias Althoff, With an exceptional h-index of 54 and a recent h-index of 47 (since 2020), a distinguished researcher at Technische Universität München, specializes in the field of Cyber-Physical Systems, Formal Verification, Reachability Analysis, Robotics and Automated Driving.

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

DrPlanner: Diagnosis and Repair of Motion Planners Using Large Language Models

Provable Traffic Rule Compliance in Safe Reinforcement Learning on the Open Sea

End-To-End Set-Based Training for Neural Network Verification

Formal Verification of Graph Convolutional Networks with Uncertain Node Features and Uncertain Graph Structure

Approximability of the Containment Problem for Zonotopes and Ellipsotopes

Specification-Compliant Reachability Analysis for Autonomous Vehicles Using On-the-Fly Model Checking

Exponent relaxation of polynomial zonotopes and its applications in formal neural network verification

Simplifying Sim-to-Real Transfer in Autonomous Driving: Coupling Autoware with the CommonRoad Motion Planning Framework

Matthias Althoff Information

University

Position

Associate Professor in Computer Science

Citations(all)

10362

Citations(since 2020)

7818

Cited By

4892

hIndex(all)

54

hIndex(since 2020)

47

i10Index(all)

185

i10Index(since 2020)

166

Email

University Profile Page

Technische Universität München

Google Scholar

View Google Scholar Profile

Matthias Althoff Skills & Research Interests

Cyber-Physical Systems

Formal Verification

Reachability Analysis

Robotics and Automated Driving

Top articles of Matthias Althoff

Title

Journal

Author(s)

Publication Date

DrPlanner: Diagnosis and Repair of Motion Planners Using Large Language Models

arXiv preprint arXiv:2403.07470

Yuanfei Lin

Chenran Li

Mingyu Ding

Masayoshi Tomizuka

Wei Zhan

...

2024/3/12

Provable Traffic Rule Compliance in Safe Reinforcement Learning on the Open Sea

arXiv preprint arXiv:2402.08502

Hanna Krasowski

Matthias Althoff

2024/2/13

End-To-End Set-Based Training for Neural Network Verification

arXiv preprint arXiv:2401.14961

Lukas Koller

Tobias Ladner

Matthias Althoff

2024/1/26

Formal Verification of Graph Convolutional Networks with Uncertain Node Features and Uncertain Graph Structure

arXiv preprint arXiv:2404.15065

Tobias Ladner

Michael Eichelbeck

Matthias Althoff

2024/4/23

Approximability of the Containment Problem for Zonotopes and Ellipsotopes

arXiv preprint arXiv:2404.11185

Adrian Kulmburg

Lukas Schäfer

Matthias Althoff

2024/4/17

Specification-Compliant Reachability Analysis for Autonomous Vehicles Using On-the-Fly Model Checking

Edmond Irani Liu

2024

Exponent relaxation of polynomial zonotopes and its applications in formal neural network verification

Proceedings of the AAAI Conference on Artificial Intelligence

Tobias Ladner

Matthias Althoff

2024/3/24

Simplifying Sim-to-Real Transfer in Autonomous Driving: Coupling Autoware with the CommonRoad Motion Planning Framework

Gerald Würsching

Tobias Mascetta

Yuanfei Lin

Matthias Althoff

2024

Model predictive robustness of signal temporal logic predicates

IEEE Robotics and Automation Letters

Yuanfei Lin

Haoxuan Li

Matthias Althoff

2023/10/13

Map Verification and Repairing Using Formalized Map Specifications

Sebastian Maierhofer

Yannick Ballnath

Matthias Althoff

2023/9/24

Goal-Oriented Pedestrian Motion Prediction

IEEE Transactions on Intelligent Transportation Systems

Jingyuan Wu

Johannes Ruenz

Hendrik Berkemeyer

Liza Dixon

Matthias Althoff

2023/12/22

M-Representation of Polytopes

arXiv preprint arXiv:2303.05173

Sebastian Sigl

Matthias Althoff

2023/3/9

Automatic abstraction refinement in neural network verification using sensitivity analysis

Tobias Ladner

Matthias Althoff

2023/5/9

Geometric deep learning for autonomous driving: Unlocking the power of graph neural networks with CommonRoad-Geometric

Eivind Meyer

Maurice Brenner

Bowen Zhang

Max Schickert

Bilal Musani

...

2023/6/4

Fully Automated Verification of Linear Systems Using Inner-and Outer-Approximations of Reachable Sets

IEEE Transactions on Automatic Control

Mark Wetzlinger

Niklas Kochdumper

Stanley Bak

Matthias Althoff

2023/7/4

2023 Index IEEE Transactions on Automatic Control Vol. 68

IEEE Transactions on Automatic Control

MI Abouheaf

B Ackmese

M Afshari

A Aghajan

HD Aghbolagh

...

2023/12

Optimizing Modular Robot Composition: A Lexicographic Genetic Algorithm Approach

arXiv preprint arXiv:2309.08399

Jonathan Külz

Matthias Althoff

2023/9/15

Synthesizing Traffic Scenarios from Formal Specifications Using Reachability Analysis

Florian Finkeldei

Matthias Althoff

2023/9/24

Human-Robot Gym: Benchmarking Reinforcement Learning in Human-Robot Collaboration

arXiv preprint arXiv:2310.06208

Jakob Thumm

Felix Trost

Matthias Althoff

2023/10/9

Safe Reinforcement Learning for Automated Vehicles via Online Reachability Analysis

IEEE Transactions on Intelligent Vehicles

Xiao Wang

Matthias Althoff

2023/12/19

See List of Professors in Matthias Althoff University(Technische Universität München)

Co-Authors

H-index: 66
Bruce H. Krogh

Bruce H. Krogh

Carnegie Mellon University

H-index: 46
John M. Dolan

John M. Dolan

Carnegie Mellon University

H-index: 40
Dirk Wollherr

Dirk Wollherr

Technische Universität München

H-index: 30
Stanley Bak

Stanley Bak

Stony Brook University

H-index: 29
Mayuresh Patil

Mayuresh Patil

Georgia Institute of Technology

H-index: 20
Xin Chen

Xin Chen

University of Dayton

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