Tom Wollschläger

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 13

Top Topics

Inherent Uncertainty

Pseudo Feedback

Euclidean Space

Top Venues

Publications

Tom Wollschläger, Niklas Kemper, Leon Hetzel, Johanna Sommer, Stephan Günnemann
Expressivity and Generalization: Fragment-Biases for Molecular GNNs. CoRR (2024)
Dominik Fuchsgruber, Tom Wollschläger, Stephan Günnemann
Energy-based Epistemic Uncertainty for Graph Neural Networks. CoRR (2024)
Simon Geisler, Tom Wollschläger, M. H. I. Abdalla, Johannes Gasteiger, Stephan Günnemann
Attacking Large Language Models with Projected Gradient Descent. CoRR (2024)
Mohamed Amine Ketata, Nicholas Gao, Johanna Sommer, Tom Wollschläger, Stephan Günnemann
Lift Your Molecules: Molecular Graph Generation in Latent Euclidean Space. CoRR (2024)
Dominik Fuchsgruber, Tom Wollschläger, Bertrand Charpentier, Antonio Oroz, Stephan Günnemann
Uncertainty for Active Learning on Graphs. CoRR (2024)
Nicola Franco, Tom Wollschläger, Benedikt Poggel, Stephan Günnemann, Jeanette Miriam Lorenz
Efficient MILP Decomposition in Quantum Computing for ReLU Network Robustness. QCE (2023)
Francesco Campi, Lukas Gosch, Tom Wollschläger, Yan Scholten, Stephan Günnemann
Expressivity of Graph Neural Networks Through the Lens of Adversarial Robustness. CoRR (2023)
Jan Schuchardt, Tom Wollschläger, Aleksandar Bojchevski, Stephan Günnemann
Localized Randomized Smoothing for Collective Robustness Certification. ICLR (2023)
Tom Wollschläger, Nicholas Gao, Bertrand Charpentier, Mohamed Amine Ketata, Stephan Günnemann
Uncertainty Estimation for Molecules: Desiderata and Methods. ICML (2023)
Nicola Franco, Tom Wollschläger, Benedikt Poggel, Stephan Günnemann, Jeanette Miriam Lorenz
Efficient MILP Decomposition in Quantum Computing for ReLU Network Robustness. CoRR (2023)
Tom Wollschläger, Nicholas Gao, Bertrand Charpentier, Mohamed Amine Ketata, Stephan Günnemann
Uncertainty Estimation for Molecules: Desiderata and Methods. CoRR (2023)
Nicola Franco, Tom Wollschläger, Nicholas Gao, Jeanette Miriam Lorenz, Stephan Günnemann
Quantum Robustness Verification: A Hybrid Quantum-Classical Neural Network Certification Algorithm. QCE (2022)
Jan Schuchardt, Tom Wollschläger, Aleksandar Bojchevski, Stephan Günnemann
Localized Randomized Smoothing for Collective Robustness Certification. CoRR (2022)