Press & Media

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

Podcasts

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

Peer-Review Publications

The Reasoning Tax: Token Economics of LLM Reasoning Across Task Types and Deployment Contexts — 2026 TPCTC Conference / Springer (in press)
View Publication
Cyclic Hypoxia drives Wnt5a-ROR1 stroma-tumor crosstalk promoting breast cancer growth — bioRxiv
View Publication
Adaptive Prompt Evolution for Continual Learning in Diabetic Retinopathy Detection — Springer Nature
View Publication
Benchmarking Considerations for Agentic AI Systems — Springer Nature
View Publication
PantheonOS: An Evolvable Multi-Agent Framework for Automatic Genomics Discovery — In Submission
View Publication
Benchmarking Distilled Language Models: Performance and Efficiency in Resource-Constrained Settings — 2025 TPCTC Conference / Springer
View Publication
Feature Engineering for Agents: An Adaptive Cognitive Architecture for Interpretable ML Monitoring — Association of Computing Machinery (ACM)
View Publication
TADIL: Task-Agnostic Domain-Incremental Learning through Task-ID Inference using Transformer Nearest-Centroid Embeddings — International Conference on Pattern Recognition
View Publication
Spatiotemporal Modeling of Molecular Holograms — Cell
View Publication
Evaluation Considerations of Synthetic Natural Language Datasets for Question Answering Applications — Springer
View Publication
Benchmarking Large Language Models: Opportunities and Challenges — Springer
View Publication
Benchmarking Generative AI Performance Requires a Holistic Approach — Springer
View Publication
Benchmarking Considerations for Trustworthy and Responsible AI — Performance Evaluation and Benchmarking, Springer
View Publication
More the Merrier: Comparative Evaluation of TPCx-AI and MLPerf Benchmarks for AI — Performance Evaluation and Benchmarking, Springer
View Publication
Scanflow: A Multi-graph Framework for Machine Learning Workflow Management, Supervision, and Debugging — Expert Systems with Applications
View Publication
Responsible AI Will Give You a Competitive Advantage — VentureBeat
View Publication
Everyone is a Winner: Interpreting MLPerf Inference Benchmark Results — Performance Evaluation and Benchmarking. TPCTC
View Publication
Scanflow-K8s: Agent-based Framework for Autonomic Management and Supervision of ML Workflows in Kubernetes Clusters — Proceedings of the 22nd IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid ’22)
View Publication
Scanflow: An End-to-end Agent-based Autonomic ML Workflow Manager for Clusters — Middleware ’21: Proceedings of the 22nd International Middleware Conference
View Publication
Benchmarking AI Inference: Where We Are in 2020 — TPCTC 2020: Performance Evaluation and Benchmarking
View Publication
Dynamic Secretome of Bone Marrow Derived Stromal Cells Reveals a Cardio-protective Biochemical Cocktail — Proceedings of the National Academy of Sciences
View Publication
3D Analysis of Multi-cellular Responses to Chemoattractant Gradients — Journal of Visualized Experiments
View Publication
Performance Implications of Big Data in Scalable Deep Learning: On the Importance of Bandwidth and Caching — 2018 IEEE International Conference on Big Data
View Publication
Cell-cell Communication Enhances the Capacity of Cell Ensembles to Sense Shallow Gradients During Morphogenesis — Proceedings of the National Academy of Sciences
View Publication
Control of the Interface Between Heterotypic Cell Populations Reveals the Mechanism of Intercellular Transfer of Signaling Proteins — Integrative Biology
View Publication
Understanding Cell-Cell Signaling in Developing Systems with Lab-on-a-chip Technologies — Johns Hopkins University Press

Dissertation — available in print only. Request a copy

“Using Lab-on-a-chip Technologies for Stem Cell Biology” (Chapter in: Stem Cells & Regenerative Medicine) — Humana Press
View Publication
Lab-on-a-chip Devices as an Emerging Platform for Stem Cell Biology — Lab on a Chip
View Publication
Assessing and Improving the Accuracy of Detecting Protein Adaptation with the TreeSAAP Analytical Software — International Journal of Bioinformatics Research and Applications
View Publication
Computational Model and Microfluidic Platform for the Investigation of Paracrine and Autocrine Signaling in Mouse Embryonic Stem Cells — Molecular BioSystems
View Publication
SimSeq: A Simulator that Utilizes Phylogenetic Topology while Preserving the Dynamic Flow of DNA Variation — Brigham Young University Press

Dissertation — available in print only. Request a copy