Lorenz Kummer

According to our database, Lorenz Kummer authored at least 9 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Weisfeiler and Leman Go Gambling: Why Expressive Lottery Tickets Win.

Lorenz Kummer, Samir Moustafa, Anatol Ehrlich, Franka Bause, Nikolaus Süss, Wilfried N. Gansterer, Nils M. Kriege

CoRR, June, 2025

On the Relationship Between Robustness and Expressivity of Graph Neural Networks.

Lorenz Kummer, Wilfried N. Gansterer, Nils Morten Kriege

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

Crossfire: An Elastic Defense Framework for Graph Neural Networks Under Bit Flip Attacks.

Lorenz Kummer, Samir Moustafa, Wilfried N. Gansterer, Nils Morten Kriege

Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

2024

Attacking Graph Neural Networks with Bit Flips: Weisfeiler and Leman Go Indifferent.

Lorenz Kummer, Samir Moustafa, Sebastian Schrittwieser, Wilfried N. Gansterer, Nils M. Kriege

Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

2023

Attacking Graph Neural Networks with Bit Flips: Weisfeiler and Lehman Go Indifferent.

Lorenz Kummer, Samir Moustafa, Nils M. Kriege, Wilfried N. Gansterer

CoRR, 2023

Adaptive Precision Training (AdaPT): A dynamic quantized training approach for DNNs.

Lorenz Kummer, Kevin Sidak, Tabea Reichmann, Wilfried N. Gansterer

Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

2022

Neural Network Augmented Compartmental Pandemic Models.

Lorenz Kummer, Kevin Sidak

CoRR, 2022

2021

Dynamic Neural Network Architectural and Topological Adaptation and Related Methods - A Survey.

Lorenz Kummer

CoRR, 2021

MARViN - Multiple Arithmetic Resolutions Vacillating in Neural Networks.

Lorenz Kummer, Kevin Sidak, Tabea Reichmann, Wilfried N. Gansterer

CoRR, 2021