Search Results for author: Bruno Correia

Found 4 papers, 3 papers with code

FSscore: A Machine Learning-based Synthetic Feasibility Score Leveraging Human Expertise

no code implementations20 Dec 2023 Rebecca M. Neeser, Bruno Correia, Philippe Schwaller

The FSscore showcases how human expert feedback can be utilized to optimize the assessment of synthetic feasibility for a variety of applications.

Drug Discovery Graph Attention

RetroBridge: Modeling Retrosynthesis with Markov Bridges

1 code implementation30 Aug 2023 Ilia Igashov, Arne Schneuing, Marwin Segler, Michael Bronstein, Bruno Correia

Retrosynthesis planning is a fundamental challenge in chemistry which aims at designing reaction pathways from commercially available starting materials to a target molecule.

Multi-step retrosynthesis Retrosynthesis +1

Structure-based Drug Design with Equivariant Diffusion Models

2 code implementations24 Oct 2022 Arne Schneuing, Yuanqi Du, Charles Harris, Arian Jamasb, Ilia Igashov, Weitao Du, Tom Blundell, Pietro Lió, Carla Gomes, Max Welling, Michael Bronstein, Bruno Correia

Structure-based drug design (SBDD) aims to design small-molecule ligands that bind with high affinity and specificity to pre-determined protein targets.

Specificity

Equivariant 3D-Conditional Diffusion Models for Molecular Linker Design

1 code implementation11 Oct 2022 Ilia Igashov, Hannes Stärk, Clément Vignac, Victor Garcia Satorras, Pascal Frossard, Max Welling, Michael Bronstein, Bruno Correia

Additionally, the model automatically determines the number of atoms in the linker and its attachment points to the input fragments.

Drug Discovery valid

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