Genomics & Foundation Models, 2026
Hierarchical Disease-State Generators for Neurodegenerative Genomics: A Benchmark for Multi-omic Intervention Modeling
David Scott Lewis, Enrique Zueco
NeurodegenerationGenomics
Toward Generative Virtual Cells: Simulating Cellular Response to Therapeutic Perturbations
David Scott Lewis, Enrique Zueco
Virtual CellsPerturbation Modeling
Reinforcement Learning for Optimizing Alzheimer's Disease Treatment Timing and Multi-Scale Dosing
David Scott Lewis, Enrique Zueco
Alzheimer'sTreatment Optimization
Causal World Models for Multi-Scale Alzheimer's Disease Progression and Pharmacologic Reversal
David Scott Lewis, Enrique Zueco
Alzheimer'sCausal Models
Active Causal Hypothesis Testing for NAD+-Centered Alzheimer's Disease Reversal
David Scott Lewis, Enrique Zueco
Alzheimer'sNAD+ Metabolism
Latent-Implicit Thinking with Verified Outputs for Reliable Biomedical Discovery
David Scott Lewis, Enrique Zueco
Biomedical DiscoveryVerifiable Reasoning
Autoformalizing Biomedical Text into Verified Knowledge Graphs for Alzheimer's Disease
David Scott Lewis, Enrique Zueco
Alzheimer'sKnowledge Extraction
Prioritizing NAD+-Enhancing Therapeutic Analogs for Alzheimer's via Multi-Objective Bayesian Optimization
David Scott Lewis, Enrique Zueco
Alzheimer'sLead Optimization
Agentic Active Causal Discovery for Closing the Genomic Experimental Loop in Alzheimer's
David Scott Lewis, Enrique Zueco
Alzheimer'sExperimental Design
Uncertainty-Aware Biomarker Discovery for Alzheimer's Reversal via Conformal Prediction
David Scott Lewis, Enrique Zueco
Alzheimer'sBiomarkers
AI in Drug Discovery (AIDD), 2026
Agentic Causal Graph Learning for Drug Target Discovery
David Scott Lewis, Enrique Zueco
Drug DiscoveryTarget Identification
Neuro-Symbolic AI for Alzheimer's: Physics-Informed Biomarker Prediction
David Scott Lewis, Enrique Zueco
Alzheimer'sBiomarkers
Brain Resilience Modeling via Physics-Informed Neural Networks
David Scott Lewis, Enrique Zueco
Biomedical AIBrain Resilience
Multi-Scale Toxicity Screening via Verified Agentic Pipelines for Pre-Clinical Safety
David Scott Lewis, Enrique Zueco
ToxicologyRegulatory Safety
Active Causal Hypothesis Testing for AI-Guided Drug Target Discovery
David Scott Lewis, Enrique Zueco
Drug DiscoveryCausal Models
Building a Robot Scientist: From Reasoning to Autonomous Discovery
David Scott Lewis, Enrique Zueco
Biomedical AILaboratory Automation