H. W. Hays
Affiliation confirmed via AI analysis of OpenAlex, ORCID, and web sources.
Postdoctoral Research Associate
Also affiliated: Ministry of Education of the People's Republic of China (2023); Princeton University (1936–1945); Washington College (1938); Ministry of Agriculture and Agro Based Industry (2023); Ministry of Agriculture and Rural Affairs (2023); Ocean University of China (2023); University of Colombo (2023)
Research Areas
Biomedical Subjects
Links
Biography and Research Information
OverviewAI-generated summary
H. W. Hays' research integrates computer science, biophysics, and biomathematical modeling to develop precision medicine through computational network modeling and graph neural networks. His work focuses on network architecture design, artificial intelligence, machine learning, network medicine, and quantum optimization.
Hays applies transformer architectures and graph-structured attention mechanisms to cellular signaling networks, developing hierarchical molecular language models (HMLMs) for predicting context-dependent biological responses. He also investigates network medicine and pathway optimization, aiming to identify critical regulatory nodes, pathway cross-talk, and therapeutic targets using attention-based mechanistic insights. Furthermore, his research explores the use of quantum computing and quantum circuits to solve parameter optimization problems in signaling networks, seeking to achieve superior global optimization compared to classical computational methods.
Metrics
- h-index: 12
- Publications: 36
- Citations: 333
Positions
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Postdoctoral Research Associate 2023–presentUniversity of Arkansas at Fayetteville Chemical Engineering ORCID
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Director of Global Technical Services 2020–2021GBW Group Biotech ORCID
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Production Officer 2014–2016National Aquaculture Group ORCID
Selected Publications
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Targeted catalytic eradication of antibiotic-resistant Helicobacter pylori by a pH-activated Fe-doped nanozyme (2026)
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Hebbian-Oscillatory Co-Learning (2026)arXiv (Cornell University) OpenAlex
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A Survey of LLMs in Drug Discovery and Precision Medicine (2026)
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Resonant Sparse Geometry Networks (2026)arXiv (Cornell University) OpenAlex
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Encyclopedia of Large Language Models and Foundation Models (2026)
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Encyclopedia of Large Language Models and Foundation Models (2026)
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ECMSim: A high-performance interactive web application for real-time spatiotemporal simulation of cardiac ECM signaling and diffusion (2026)
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Hierarchical Molecular Language Models (HMLMs). (2025)PubMed OpenAlex
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Transcriptome-based nutrigenomics analysis reveals the roles of dietary taurine in the muscle growth of juvenile turbot (Scophthalmus maximus) (2023)
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Synergistic effects of dietary taurine and carbohydrates supplementation on skeleton muscle of juvenile turbot Scophthalmus maximus (2023)
Collaboration Network
Top Collaborators
- Transcriptome-based nutrigenomics analysis reveals the roles of dietary taurine in the muscle growth of juvenile turbot (Scophthalmus maximus)
- Synergistic effects of dietary taurine and carbohydrates supplementation on skeleton muscle of juvenile turbot Scophthalmus maximus
- Transcriptome-based nutrigenomics analysis reveals the roles of dietary taurine in the muscle growth of juvenile turbot (Scophthalmus maximus)
- Synergistic effects of dietary taurine and carbohydrates supplementation on skeleton muscle of juvenile turbot Scophthalmus maximus
- Transcriptome-based nutrigenomics analysis reveals the roles of dietary taurine in the muscle growth of juvenile turbot (Scophthalmus maximus)
- ECMSim: A high-performance interactive web application for real-time spatiotemporal simulation of cardiac ECM signaling and diffusion
- Hierarchical Molecular Language Models (HMLMs).
- Hierarchical Molecular Language Models (HMLMs).
- A Survey of LLMs in Drug Discovery and Precision Medicine
- Targeted catalytic eradication of antibiotic-resistant Helicobacter pylori by a pH-activated Fe-doped nanozyme
- Targeted catalytic eradication of antibiotic-resistant Helicobacter pylori by a pH-activated Fe-doped nanozyme
- Targeted catalytic eradication of antibiotic-resistant Helicobacter pylori by a pH-activated Fe-doped nanozyme
- Targeted catalytic eradication of antibiotic-resistant Helicobacter pylori by a pH-activated Fe-doped nanozyme
- Targeted catalytic eradication of antibiotic-resistant Helicobacter pylori by a pH-activated Fe-doped nanozyme
- Targeted catalytic eradication of antibiotic-resistant Helicobacter pylori by a pH-activated Fe-doped nanozyme
- Targeted catalytic eradication of antibiotic-resistant Helicobacter pylori by a pH-activated Fe-doped nanozyme
- Targeted catalytic eradication of antibiotic-resistant Helicobacter pylori by a pH-activated Fe-doped nanozyme
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