Search Results for author: Boris Sattarov

Found 3 papers, 2 papers with code

Learning to Navigate in Synthetically Accessible Chemical Space Using Reinforcement Learning

1 code implementation ICML 2020 Sai Krishna Gottipati, Boris Sattarov, Sufeng. Niu, Hao-Ran Wei, Yashaswi Pathak, Shengchao Liu, Simon Blackburn, Karam Thomas, Connor Coley, Jian Tang, Sarath Chandar, Yoshua Bengio

In this work, we propose a novel reinforcement learning (RL) setup for drug discovery that addresses this challenge by embedding the concept of synthetic accessibility directly into the de novo compound design system.

Drug Discovery Navigate +3

Improving Chemical Autoencoder Latent Space and Molecular De novo Generation Diversity with Heteroencoders

no code implementations25 Jun 2018 Esben Jannik Bjerrum, Boris Sattarov

It is further explored to what extent translating between different chemical representations influences the latent space similarity to the SMILES strings or circular fingerprints.

Drug Discovery

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