Search Results for author: Simone Sciabola

Found 3 papers, 1 papers with code

Large-scale Pretraining Improves Sample Efficiency of Active Learning based Molecule Virtual Screening

no code implementations20 Sep 2023 Zhonglin Cao, Simone Sciabola, Ye Wang

Accurate model can achieve high sample efficiency by finding the most promising compounds with only a fraction of the whole library being virtually screened.

Active Learning Bayesian Optimization +3

A Transformer-based Generative Model for De Novo Molecular Design

no code implementations17 Oct 2022 Wenlu Wang, Ye Wang, Honggang Zhao, Simone Sciabola

In the scope of drug discovery, the molecular design aims to identify novel compounds from the chemical space where the potential drug-like molecules are estimated to be in the order of 10^60 - 10^100.

Drug Discovery valid

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