Lorenz Kummer

15 papers A* 3A 2Journal 9Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
XIMP: Cross Graph Inter-Message Passing for Molecular Property Prediction.
CoRR
Anatol Ehrlich, Lorenz Kummer, Václav Vorácek, Franka Bause, Nils M. Kriege
2025 A* conf
Crossfire: An Elastic Defense Framework for Graph Neural Networks Under Bit Flip Attacks.
AAAI
Lorenz Kummer, Samir Moustafa, Wilfried N. Gansterer, Nils Morten Kriege
2025 J jnl
Crossfire: An Elastic Defense Framework for Graph Neural Networks Under Bit Flip Attacks.
CoRR
Lorenz Kummer, Samir Moustafa, Wilfried N. Gansterer, Nils M. Kriege
2025 A conf
On the Relationship Between Robustness and Expressivity of Graph Neural Networks.
AISTATS
Lorenz Kummer, Wilfried N. Gansterer, Nils Morten Kriege
2025 J jnl
On the Relationship Between Robustness and Expressivity of Graph Neural Networks.
CoRR
Lorenz Kummer, Wilfried N. Gansterer, Nils M. Kriege
2025 — conf
Visualization and Analysis of the Loss Landscape in Graph Neural Networks.
ICANN (5)
Samir Moustafa, Lorenz Kummer, Simon Fetzel, Nils M. Kriege, Wilfried N. Gansterer
2025 J jnl
Visualization and Analysis of the Loss Landscape in Graph Neural Networks.
CoRR
Samir Moustafa, Lorenz Kummer, Simon Fetzel, Nils M. Kriege, Wilfried N. Gansterer
2025 A* conf
Weisfeiler and Leman Go Gambling: Why Expressive Lottery Tickets Win.
ICML
Lorenz Kummer, Samir Moustafa, Anatol Ehrlich, Franka Bause, Nikolaus Süss, Wilfried N. Gansterer, Nils Morten Kriege
2025 J jnl
Weisfeiler and Leman Go Gambling: Why Expressive Lottery Tickets Win.
CoRR
Lorenz Kummer, Samir Moustafa, Anatol Ehrlich, Franka Bause, Nikolaus Süss, Wilfried N. Gansterer, Nils M. Kriege
2024 A* conf
Attacking Graph Neural Networks with Bit Flips: Weisfeiler and Leman Go Indifferent.
KDD
Lorenz Kummer, Samir Moustafa, Sebastian Schrittwieser, Wilfried N. Gansterer, Nils M. Kriege
2023 A conf
Adaptive Precision Training (AdaPT): A dynamic quantized training approach for DNNs.
SDM
Lorenz Kummer, Kevin Sidak, Tabea Reichmann, Wilfried N. Gansterer
2023 J jnl
Attacking Graph Neural Networks with Bit Flips: Weisfeiler and Lehman Go Indifferent.
CoRR
Lorenz Kummer, Samir Moustafa, Nils M. Kriege, Wilfried N. Gansterer
2022 J jnl
Neural Network Augmented Compartmental Pandemic Models.
CoRR
Lorenz Kummer, Kevin Sidak
2021 J jnl
Dynamic Neural Network Architectural and Topological Adaptation and Related Methods - A Survey.
CoRR
Lorenz Kummer
2021 J jnl
MARViN - Multiple Arithmetic Resolutions Vacillating in Neural Networks.
CoRR
Lorenz Kummer, Kevin Sidak, Tabea Reichmann, Wilfried N. Gansterer