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Arne Schneuing

3 accepted papers

2025

Multi-domain Distribution Learning for De Novo Drug Design

ICLR 2025poster

We introduce DrugFlow, a generative model for structure-based drug design that integrates continuous flow matching with discrete Markov bridges, demonstrating state-of-the-art performance in learning chemical, geometric, and physical aspects of three-dimensional protein-ligand data. We endow DrugFlo…

Cited by 1SourcePDFScholar
2025

SynFlowNet: Design of Diverse and Novel Molecules with Synthesis Constraints

ICLR 2025spotlight

Generative models see increasing use in computer-aided drug design. However, while performing well at capturing distributions of molecular motifs, they often produce synthetically inaccessible molecules. To address this, we introduce SynFlowNet, a GFlowNet model whose action space uses chemical reac…

2024

RetroBridge: Modeling Retrosynthesis with Markov Bridges

ICLR 2024spotlight

Retrosynthesis planning is a fundamental challenge in chemistry which aims at designing multi-step reaction pathways from commercially available starting materials to a target molecule. Each step in multi-step retrosynthesis planning requires accurate prediction of possible precursor molecules given…