7 citations · 8 across the 7 of their papers we have counts for
7 papers
Quality Model for Machine Learning Components
Grace A. Lewis, Rachel Brower-Sinning, Robert Edman +5
Despite increased adoption and advances in machine learning (ML), there are studies showing that many ML prototypes do not reach the production stage and that testing is still larg…
Q-Fusion: Diffusing Quantum Circuits
Collin Beaudoin, Swaroop Ghosh
Quantum computing holds great potential for solving socially relevant and computationally complex problems. Furthermore, quantum machine learning (QML) promises to rapidly improve…
Evaluating Effects of Augmented SELFIES for Molecular Understanding Using QK-LSTM
Collin Beaudoin, Swaroop Ghosh
Identifying molecular properties, including side effects, is a critical yet time-consuming step in drug development. Failing to detect these side effects before regulatory submissi…
AltGraph: Redesigning Quantum Circuits Using Generative Graph Models for Efficient Optimization
Collin Beaudoin, Koustubh Phalak, Swaroop Ghosh
Quantum circuit transformation aims to produce equivalent circuits while optimizing for various aspects such as circuit depth, gate count, and compatibility with modern Noisy Inter…
Predicting Side Effect of Drug Molecules using Recurrent Neural Networks
Collin Beaudoin, Koustubh Phalak, Swaroop Ghosh
Identification and verification of molecular properties such as side effects is one of the most important and time-consuming steps in the process of molecule synthesis. For example…
Energy-based Generative Models for Target-specific Drug Discovery
Junde Li, Collin Beaudoin, Swaroop Ghosh
Drug targets are the main focus of drug discovery due to their key role in disease pathogenesis. Computational approaches are widely applied to drug development because of the incr…
Quantum Machine Learning for Material Synthesis and Hardware Security
Collin Beaudoin, Satwik Kundu, Rasit Onur Topaloglu +1
Using quantum computing, this paper addresses two scientifically pressing and day-to-day relevant problems, namely, chemical retrosynthesis which is an important step in drug/mater…