Press & Media

David D. Ellison: How to Align AI Strategy With Core Business Objectives
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David D. Ellison: How to Build High-Performing AI Teams That Actually Deliver Results
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David D. Ellison: Why Responsible AI Is a Business Advantage, Not a Compliance Burden
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David D. Ellison: How to Build an AI Business From the Ground Up
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David D. Ellison: Translating AI Capability Into Measurable Business ROI
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David D. Ellison: Why Most Companies Get AI Implementation Wrong
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Nascar Pit Crews Are Using AI for the Perfect Pit Stop
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Island Conservation harnesses machine learning solutions from Lenovo and NVIDIA to restore island ecosystems
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David D. Ellison: The 10 Most Influential Tech Leaders To Follow in 2024
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David D. Ellison: The 10 Most Influential Data Science Leaders To Follow in 2024
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Responsible AI will give you a competitive advantage
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Podcasts

Turning AI into ROI: How to Build Value, Not Just Models
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From PoC to Production: How Lenovo Turns AI into Enterprise Impact | Intel
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The Impact of Responsible AI: Insights from David Ellison and Lenovo | Intel
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Episode 163: David Ellison, Chief Data Scientist for Lenovo’s Infrastructure Solutions Group
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Peer-Review Publications

Adaptive Prompt Evolution for Continual Learning in Diabetic Retinopathy DetectionSpringer Nature
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Benchmarking Considerations for Agentic AI SystemsSpringer Nature
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PantheonOS: An Evolvable Multi-Agent Framework for Automatic Genomics DiscoveryIn Submission
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Benchmarking Distilled Language Models: Performance and Efficiency in Resource-Constrained Settings2025 TPCTC Conference / Springer
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Feature Engineering for Agents: An Adaptive Cognitive Architecture for Interpretable ML MonitoringAssociation of Computing Machinery (ACM)
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TADIL: Task-Agnostic Domain-Incremental Learning through Task-ID Inference using Transformer Nearest-Centroid EmbeddingsInternational Conference on Pattern Recognition
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Spatiotemporal Modeling of Molecular HologramsCell
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Evaluation Considerations of Synthetic Natural Language Datasets for Question Answering ApplicationsSpringer
Benchmarking Large Language Models: Opportunities and ChallengesSpringer
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Benchmarking Generative AI Performance Requires a Holistic ApproachSpringer
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Benchmarking Considerations for Trustworthy and Responsible AIPerformance Evaluation and Benchmarking, Springer
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More the Merrier: Comparative Evaluation of TPCx-AI and MLPerf Benchmarks for AIPerformance Evaluation and Benchmarking, Springer
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Scanflow: A Multi-graph Framework for Machine Learning Workflow Management, Supervision, and DebuggingExpert Systems with Applications
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Responsible AI Will Give You a Competitive AdvantageVentureBeat
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Everyone is a Winner: Interpreting MLPerf Inference Benchmark ResultsPerformance Evaluation and Benchmarking. TPCTC
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Scanflow-K8s: Agent-based Framework for Autonomic Management and Supervision of ML Workflows in Kubernetes ClustersProceedings of the 22nd IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid ’22)
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Scanflow: An End-to-end Agent-based Autonomic ML Workflow Manager for ClustersMiddleware ’21: Proceedings of the 22nd International Middleware Conference
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Benchmarking AI Inference: Where We Are in 2020TPCTC 2020: Performance Evaluation and Benchmarking
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Dynamic Secretome of Bone Marrow Derived Stromal Cells Reveals a Cardio-protective Biochemical CocktailProceedings of the National Academy of Sciences
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3D Analysis of Multi-cellular Responses to Chemoattractant GradientsJournal of Visualized Experiments
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Performance Implications of Big Data in Scalable Deep Learning: On the Importance of Bandwidth and Caching2018 IEEE International Conference on Big Data
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Cell-cell Communication Enhances the Capacity of Cell Ensembles to Sense Shallow Gradients During MorphogenesisProceedings of the National Academy of Sciences
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Control of the Interface Between Heterotypic Cell Populations Reveals the Mechanism of Intercellular Transfer of Signaling ProteinsIntegrative Biology
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Understanding Cell-Cell Signaling in Developing Systems with Lab-on-a-chip TechnologiesJohns Hopkins University Press
“Using Lab-on-a-chip Technologies for Stem Cell Biology” (Chapter in: Stem Cells & Regenerative Medicine)Humana Press
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Lab-on-a-chip Devices as an Emerging Platform for Stem Cell BiologyLab on a Chip
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Assessing and Improving the Accuracy of Detecting Protein Adaptation with the TreeSAAP Analytical SoftwareInternational Journal of Bioinformatics Research and Applications
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Computational Model and Microfluidic Platform for the Investigation of Paracrine and Autocrine Signaling in Mouse Embryonic Stem CellsMolecular BioSystems
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SimSeq: A Simulator that Utilizes Phylogenetic Topology while Preserving the Dynamic Flow of DNA VariationBrigham Young University Press