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quant-ph2025
A Hybrid Transformer Architecture with a Quantized Self-Attention Mechanism Applied to Molecular Generation
Anthony M. Smaldone, Yu Shee, Gregory W. Kyro +4
The success of the self-attention mechanism in classical machine learning models has inspired the development of quantum analogs aimed at reducing computational overhead. Self-atte…
quant-ph2024
Quantum Machine Learning in Drug Discovery: Applications in Academia and Pharmaceutical Industries
Anthony M. Smaldone, Yu Shee, Gregory W. Kyro +8
The nexus of quantum computing and machine learning - quantum machine learning - offers the potential for significant advancements in chemistry. This review specifically explores t…
quant-ph2024
Quantum to Classical Neural Network Transfer Learning Applied to Drug Toxicity Prediction
Anthony M. Smaldone, Victor S. Batista
Toxicity is a roadblock that prevents an inordinate number of drugs from being used in potentially life-saving applications. Deep learning provides a promising solution to finding…