Mathias Niepert

Full Professor, Universität Stuttgart

Research Scientist, NEC

Joined

February 2017

Names

Mathias Niepert

Emails

****@neclab.eu (Confirmed)

****@cs.washington.edu (Confirmed)

****@gmail.com (Confirmed)

****@simtech.uni-stuttgart.de (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

Full Professor

Universität Stuttgart (uni-stuttgart.de)

2022 – Present

Research Scientist

NEC (neclab.eu)

2015 – Present

Advisors, Relations & Conflicts

Postdoc Advisor

Pedro Domingos

2013 – 2015

Expertise

Graphical models

2008 – Present

Publications

Preference-Based Gradient Estimation for ML-Guided Approximate Combinatorial Optimization
Arman Mielke, Uwe Bauknecht, Thilo Strauss, Mathias Niepert
- Accepted by TMLR
- Readers: Everyone
Transferable long-range interactions in machine-learned interatomic potentials
Viktor Zaverkin, Matheus Ferraz, Francesco Alesiani, Henrik Christiansen, Makoto Takamoto, Federico Errica, Mathias Niepert
- SIMBIOCHEM 2025
- Readers: Everyone
Amortized Physics-Informed Learning via Generative Initialization of Radial Basis Functions
Edgar Torres, Mathias Niepert
- DiffSys 2025
- Readers: Everyone
S-Chain: Structured Visual Chain-of-Thought for Medicine
Khai Le-Duc, Phuong T.H. Trinh, Duy Minh Ho Nguyen, Tien-Phat Nguyen, Nghiem Tuong Diep, An Ngo, Tung Vu, Trinh Vuong, Anh-Tien Nguyen, Nguyen Dinh Mau, Van Trung Hoang, Khai-Nguyen Nguyen, Hy Nguyen, Chris Ngo, Anji Liu, Nhat Ho, Anne-Christin Hauschild, Khanh Xuan Nguyen, Thanh Nguyen-Tang, Pengtao Xie et al. (4 additional authors not shown)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
GraIP: A Benchmarking Framework for Neural Graph Inverse Problems
Semih Cantürk, Andrei Manolache, Arman Mielke, Chendi Qian, Antoine Siraudin, Christopher Morris, Mathias Niepert, Guy Wolf
- Submitted to ICLR 2026
- Readers: Everyone
Learning the Neighborhood: Contrast-Free Multimodal Self-Supervised Molecular Graph Pretraining
Boshra Ariguib, Mathias Niepert, Andrei Manolache
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
FACET: A Fragment-Aware Conformer Ensemble Transformer
Duy Minh Ho Nguyen, Trung Quoc Nguyen, Ha Thi Hong Le, Mai Thanh Nhat Truong, TrungTin Nguyen, Nhat Ho, Khoa D Doan, Duy Duong-Tran, Li Shen, Daniel Sonntag, James Zou, Mathias Niepert, Hyojin Kim, Jonathan E Allen
- ICLR 2026 Poster
- Readers: Everyone
Adaptive Width Neural Networks
Federico Errica, Henrik Christiansen, Viktor Zaverkin, Mathias Niepert, Francesco Alesiani
- ICLR 2026 Poster
- Readers: Everyone
GraphBench: Next-generation graph learning benchmarking
Antoine Siraudin, Chendi Qian, Ben Finkelshtein, Ali Parviz, Darius Weber, Fabrizio Frasca, Hadar Shavit, Timo Stoll, Arman Mielke, Marie Anastacio, Erik Müller, Maya Bechler-Speicher, Michael M. Bronstein, Mikhail Galkin, Holger H. Hoos, Mathias Niepert, Bryan Perozzi, Jan Tönshoff, Christopher Morris
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
Learning the Neighborhood: Contrast-Free Self-Supervised Molecular Graph Pretraining
Boshra Ariguib, Mathias Niepert, Andrei Manolache
- NPGML Poster
- Readers: Everyone

View all 86 publications

Co-Authors

View all 138 co-authors