Andreas Roth

PhD student, Technische Universität Dortmund

Joined

January 2023

Names

Andreas Roth (Preferred)

Emails

****@tu-dortmund.de (Confirmed)

Personal Links

Career & Education History

PhD student

Technische Universität Dortmund (tu-dortmund.de)

2021 – Present

Advisors, Relations & Conflicts

PhD Advisor

Thomas Liebig

2021 – Present

Expertise

graph neural networks

2021 – Present

Publications

Expressive Pooling for Graph Neural Networks
Veronica Lachi, Alice Moallemy-Oureh, Andreas Roth, Pascal Welke
- Accepted by TMLR
- Readers: Everyone
Multi-Channel Graph Convolutions
Andreas Roth, Thomas Liebig
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph
Andreas Roth, Franka Bause, Nils Morten Kriege, Thomas Liebig
- LoG 2024 Poster
- Readers: Everyone
Simplifying the Theory on Over-Smoothing
Andreas Roth
- CoRR 2024
- Readers: Everyone
Graph Pooling Provably Improves Expressivity
Veronica Lachi, Alice Moallemy-Oureh, Andreas Roth, Pascal Welke
- NeurIPS 2023 GLFrontiers Workshop Poster
- Readers: Everyone
Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks
Andreas Roth, Thomas Liebig
- LoG 2023 Poster
- Readers: Everyone
Curvature-based Pooling within Graph Neural Networks
Cedric Sanders, Andreas Roth, Thomas Liebig
- CoRR 2023
- Readers: Everyone
Distilling Influences to Mitigate Prediction Churn in Graph Neural Networks
Andreas Roth, Thomas Liebig
- ACML 2023
- Readers: Everyone
Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks
Andreas Roth, Thomas Liebig
- LoG 2023
- Readers: Everyone
Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks
Andreas Roth, Thomas Liebig
- Published: 01 Jan 2022, Last Modified: 15 May 2023
- ICDM (Workshops) 2022
- Readers: Everyone

View all 12 publications

Co-Authors