H. W. Hays Data-verified
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Postdoctoral Research Associate
postdoc
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Biography and Research Information
OverviewAI-generated summary
H. W. Hays is a Postdoctoral Research Associate at the University of Arkansas at Fayetteville, specializing in computational network modeling and graph neural networks. Their research integrates computer science, biophysics, nonlinear dynamics, complex systems analysis, and biomathematical modeling to advance precision medicine.
Hays' work focuses on developing Hierarchical Molecular Language Models (HMLMs) that apply transformer architectures and graph-structured attention mechanisms to cellular signaling networks. This approach aims to predict context-dependent biological responses across multiple scales. Additionally, Hays investigates network medicine and pathway optimization by identifying critical regulatory nodes, pathway cross-talk, and potential therapeutic targets using attention-based mechanistic insights.
Further research interests include the application of quantum algorithms for network optimization. Hays explores leveraging quantum computing and quantum circuits to solve parameter optimization problems within signaling networks, seeking to achieve superior global optimization compared to classical computational methods. Hays has published 34 works, accumulating 321 citations and an h-index of 12.
Metrics
- h-index: 12
- Publications: 34
- Citations: 323
Selected Publications
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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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Hierarchical Molecular Language Models (HMLMs). (2025)
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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 <i>Scophthalmus maximus</i> (2023)
Collaboration Network
Top Collaborators
- Factors affecting iron absorption and the role of fortification in enhancing iron levels
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Factors affecting iron absorption and the role of fortification in enhancing iron levels
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Factors affecting iron absorption and the role of fortification in enhancing iron levels
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Factors affecting iron absorption and the role of fortification in enhancing iron levels
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Factors affecting iron absorption and the role of fortification in enhancing iron levels
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Factors affecting iron absorption and the role of fortification in enhancing iron levels
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- 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 <i>Scophthalmus maximus</i>
- 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 <i>Scophthalmus maximus</i>
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
- Significance of Iron as a micronutrient in human health and the importance of iron-rich food and iron supplementation
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