Search Results for author: Rocío Mercado

Found 2 papers, 2 papers with code

De novo PROTAC design using graph-based deep generative models

1 code implementation4 Nov 2022 Divya Nori, Connor W. Coley, Rocío Mercado

After fine-tuning, predicted activity against a challenging POI increases from 50% to >80% with near-perfect chemical validity for sampled compounds, suggesting this is a promising approach for the optimization of large, PROTAC-like molecules for targeted protein degradation.

Reinforcement Learning (RL)

Amortized Tree Generation for Bottom-up Synthesis Planning and Synthesizable Molecular Design

1 code implementation ICLR 2022 Wenhao Gao, Rocío Mercado, Connor W. Coley

Molecular design and synthesis planning are two critical steps in the process of molecular discovery that we propose to formulate as a single shared task of conditional synthetic pathway generation.

Drug Discovery

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