Sommer, Johanna

8 publications

ICLR 2025 Lift Your Molecules: Molecular Graph Generation in Latent Euclidean Space Mohamed Amine Ketata, Nicholas Gao, Johanna Sommer, Tom Wollschläger, Stephan Günnemann

ICLR 2025 MAGNet: Motif-Agnostic Generation of Molecules from Scaffolds Leon Hetzel, Johanna Sommer, Bastian Rieck, Fabian J Theis, Stephan Günnemann

ICML 2024 Expressivity and Generalization: Fragment-Biases for Molecular GNNs Tom Wollschläger, Niklas Kemper, Leon Hetzel, Johanna Sommer, Stephan Günnemann

ICMLW 2024 Lift Your Molecules: Molecular Graph Generation in Latent Euclidean Space Mohamed Amine Ketata, Nicholas Gao, Johanna Sommer, Tom Wollschläger, Stephan Günnemann

NeurIPS 2024 Unified Guidance for Geometry-Conditioned Molecular Generation Sirine Ayadi, Leon Hetzel, Johanna Sommer, Fabian Theis, Stephan Günnemann

ICLRW 2023 The Power of Motifs as Inductive Bias for Learning Molecular Distributions Johanna Sommer, Leon Hetzel, David Lüdke, Fabian J Theis, Stephan Günnemann

ICLR 2022 Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness Simon Geisler, Johanna Sommer, Jan Schuchardt, Aleksandar Bojchevski, Stephan Günnemann

NeurIPS 2021 Neural Flows: Efficient Alternative to Neural ODEs Marin Biloš, Johanna Sommer, Syama Sundar Rangapuram, Tim Januschowski, Stephan Günnemann