Johanna Sommer
6 papers · 2021–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(14)
Venues
Top co-authors
Research topics
Keywords
diffusion model
(2)
3d reconstruction
(1)
adversarial robustness
(1)
density estimation
(1)
point cloud generation
(1)
time series forecasting
(1)
generalization
(1)
generative model
(1)
neural ordinary differential equation
(1)
inductive bia
(1)
latent space
(1)
end-to-end learning
(1)
drug design
(1)
molecular generation
(1)
molecule generation
(1)
molecular property prediction
(1)
chemical structure
(1)
molecular graph generation
(1)
graph neural network
(1)
geometric representation
(1)
Papers
Lift Your Molecules: Molecular Graph Generation in Latent Euclidean Space
ICLR 2025
MAGNet: Motif-Agnostic Generation of Molecules from Scaffolds
ICLR 2025
Expressivity and Generalization: Fragment-Biases for Molecular GNNs
ICML 2024
Unified Guidance for Geometry-Conditioned Molecular Generation
NeurIPS 2024
Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness
ICLR 2022
Neural Flows: Efficient Alternative to Neural ODEs
NeurIPS 2021