Andreas Roth

29 papers A* 1B 1C 1Journal 16Unranked 10
YearRankTypeTitle / Venue / Authors
2026 J jnl
Towards Understanding and Avoiding Limitations of Convolutions on Graphs.
CoRR
Andreas Roth
2025 J jnl
Expressive Pooling for Graph Neural Networks.
Trans. Mach. Learn. Res.
Veronica Lachi, Alice Moallemy-Oureh, Andreas Roth, Pascal Welke
2025 A* conf
What Can We Learn From MIMO Graph Convolutions?
IJCAI
Andreas Roth, Thomas Liebig
2025 J jnl
What Can We Learn From MIMO Graph Convolutions?
CoRR
Andreas Roth, Thomas Liebig
2024 — conf
Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph.
LoG
Andreas Roth, Franka Bause, Nils Morten Kriege, Thomas Liebig
2024 J jnl
Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph.
CoRR
Andreas Roth, Franka Bause, Nils M. Kriege, Thomas Liebig
2024 J jnl
Simplifying the Theory on Over-Smoothing.
CoRR
Andreas Roth
2023 — conf
Curvature-Based Pooling Within Graph Neural Networks.
PKDD/ECML Workshops (3)
Cedric Sanders, Andreas Roth, Thomas Liebig
2023 J jnl
Curvature-based Pooling within Graph Neural Networks.
CoRR
Cedric Sanders, Andreas Roth, Thomas Liebig
2023 C conf
Distilling Influences to Mitigate Prediction Churn in Graph Neural Networks.
ACML
Andreas Roth, Thomas Liebig
2023 J jnl
Distilling Influences to Mitigate Prediction Churn in Graph Neural Networks.
CoRR
Andreas Roth, Thomas Liebig
2023 — conf
Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks.
LoG
Andreas Roth, Thomas Liebig
2023 J jnl
Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks.
CoRR
Andreas Roth, Thomas Liebig
2022 — conf
Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks.
ICDM (Workshops)
Andreas Roth, Thomas Liebig
2022 J jnl
Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks.
CoRR
Andreas Roth, Thomas Liebig
2022 — conf
Transforming PageRank into an Infinite-Depth Graph Neural Network.
ECML/PKDD (2)
Andreas Roth, Thomas Liebig
2022 J jnl
Transforming PageRank into an Infinite-Depth Graph Neural Network.
CoRR
Andreas Roth, Thomas Liebig
2021 J jnl
A Data-Centric Augmentation Approach for Disturbed Sensor Image Segmentation.
J. Imaging
Andreas Roth, Konstantin Wüstefeld, Frank Weichert
2020 J jnl
Instantaneous control of interacting particle systems in the mean-field limit.
J. Comput. Phys.
Martin Burger, René Pinnau, Claudia Totzeck, Oliver Tse, Andreas Roth
2020 J jnl
Medley2K: A Dataset of Medley Transitions.
CoRR
Lukas Faber, Sandro Luck, Damian Pascual, Andreas Roth, Gino Brunner, Roger Wattenhofer
2019 — conf
Everything counts: a Taxonomy of Deep Learning Approaches for Object Counting.
ECIS
Kai Heinrich, Andreas Roth, Patrick Zschech
2019 — conf
Yield Prognosis for the Agrarian Management of Vineyards using Deep Learning for Object Counting.
Wirtschaftsinformatik
Kai Heinrich, Andreas Roth, Lukas Breithaupt, Björn Möller, Johannes Maresch
2017 J jnl
A Retarded Mean-Field Approach for Interacting Fiber Structures.
Multiscale Model. Simul.
Raul Borsche, Axel Klar, Christian Nessler, Andreas Roth, Oliver Tse
2014 J jnl
A Semi-Lagrangian Method for 3-D Fokker Planck Equations for Stochastic Dynamical Systems on the Sphere.
J. Sci. Comput.
Andreas Roth, Axel Klar, Bernd Simeon, Evgeniy Zharovsky
2010 B conf
Performance-aware design and optimization of enterprise applications.
CNSM
Jan Schaefer, Markus Schmid, Andreas Textor, Marcus Thoss, Reinhold Kröger, Andreas Roth
2010 J jnl
The impact of variation in scale on the behavior of a cellular automata used for land use change modeling.
Comput. Environ. Urban Syst.
Ying Pan, Andreas Roth, Zhenrong Yu, Reiner Doluschitz
2008 — conf
Regional Assessment of Sustainable Agricultural Cropping Systems in the North China Plain - Data Requirements and Computational Approaches.
ICNC (7)
Andreas Roth, Reiner Doluschitz
2006 — conf
End-User Development for Enterprise Resource Planning Systems.
GI Jahrestagung (1)
Andreas Roth, Stefan Scheidl
2001 — conf
In vivo quantification and densitometry of the MCP joint tissue on patients with rheumatoid arthritis.
CARS
Martin Wawro, Andreas Roth