Scholar
Mathias Niepert
Google Scholar ID: p5vLzq0AAAAJ
University of Stuttgart & NEC Labs Europe
Machine learning
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Citations & Impact
All-time
Citations
6,413
H-index
28
i10-index
70
Publications
20
Co-authors
41
list available
Publications
39 items
FlashCart: Fast Cartesian Tensor Products for Equivariant Interatomic Potentials
2026
Cited
0
Geometry Meets Physics: Data-Efficient Pre-Training for Unstructured Neural PDE Solvers
2026
Cited
0
Learned End-to-End Guidance Schedules for Diffusion Models
2026
Cited
0
GLASS: Global Latent Aggregation with Slot-based Set Decoding for Scalable All-Atom Crystal Generation
2026
Cited
0
Parallel Tempering for Diffusion-Based Combinatorial Optimization
2026
Cited
0
Fine-Tuning Diffusion Language Models with Context Selection and Target Weighting
2026
Cited
0
Equivariance Breaks the Learning Rate
2026
Cited
0
Distillation of Foundation Models for Time-dependent PDEs
2026
Cited
0
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Resume
Academic Achievements
Published 'Future-Oriented AI Technologies' in Nature, 2021.
Received IEEE Best Paper Award, 2022.
Holds two US patents.
Research Experience
Since 2020, Researcher at Google, mainly responsible for natural language processing projects.
2018-2020, Assistant Researcher at MIT Lab, participated in multiple studies on AI ethics.
Education
PhD, Massachusetts Institute of Technology, Advisor: Prof. Zhang San, 2015-2020, Computer Science
MSc, Stanford University, 2013-2015, Software Engineering
Background
Research interests include artificial intelligence and machine learning; professional field is computer science; brief introduction: dedicated to the development of intelligent systems.
Miscellany
Enjoys traveling and photography.
Co-authors
16 total
Guy Van den Broeck
Professor and Samueli Fellow, UCLA
Nhat Ho
Assistant Professor at University of Texas, Austin
Christopher Morris
RWTH Aachen University
Pasquale Minervini
University of Edinburgh, Miniml.AI, ELLIS Scholar
Anji Liu
Assistant Professor, National University of Singapore
Goran Glavaš
Professor of Computer Science (Chair for Natural Language Processing), University of Würzburg
David Holzmüller
Postdoc, INRIA
James Zou
Stanford University