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Ross Irwin

2 accepted papers

2025

Compositional Flows for 3D Molecule and Synthesis Pathway Co-design

ICML 2025poster

Many generative applications, such as synthesis-based 3D molecular design, involve constructing compositional objects with continuous features. Here, we introduce Compositional Generative Flows (CGFlow), a novel framework that extends flow matching to generate objects in compositional steps while mo…

2025

SemlaFlow -- Efficient 3D Molecular Generation with Latent Attention and Equivariant Flow Matching

AISTATS 2025poster

Methods for jointly generating molecular graphs along with their 3D conformations have gained prominence recently due to their potential impact on structure-based drug design. Current approaches, however, often suffer from very slow sampling times or generate molecules with poor chemical validity. A…

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