Research that
improves health.
We explore fundamental questions at the intersection of biology, intelligence, and medicine. Our research spans from theoretical foundations to clinical validation — developing breakthrough technologies that transform healthcare delivery.
Bio-Inspired AI
Building intelligence inspired by biology
We draw from neuroscience and biological systems to create more robust, efficient, and interpretable AI architectures. Our research explores how principles from neural computation — including attention mechanisms, hierarchical processing, and continual learning — can advance machine intelligence for healthcare applications.
Explore Bio-Inspired AIKey Initiatives
Neural Architecture Search for Medical AI
Designing brain-inspired architectures that improve diagnostic accuracy while maintaining clinical interpretability.
Biological Attention Mechanisms
Implementing attention systems inspired by visual cortex processing for medical image analysis and pattern recognition.
Continual Learning for Clinical Systems
Developing AI that adapts to new medical knowledge without catastrophic forgetting, inspired by hippocampal memory consolidation.
AI for Biology
Decoding biological complexity with machine learning
We apply AI to fundamental biological questions — from molecular interactions to cellular dynamics. Our research advances understanding of disease mechanisms, drug discovery, and biological aging through computational models that reveal patterns in genomic, proteomic, and metabolic data.
Explore AI for BiologyKey Initiatives
Mitochondrial Genomics & Metabolism
Machine learning analysis of mitochondrial variants to understand metabolic disorders and aging processes.
Protein Structure & Drug Discovery
AI-driven prediction of protein interactions and identification of novel therapeutic targets for cancer and rare diseases.
Single-Cell Dynamics
Deep learning models that decode cellular heterogeneity and predict cell fate decisions in health and disease.
AI for Medicine
Transforming clinical care through intelligent systems
We develop AI systems that enhance clinical decision-making and improve patient care. Our work spans early disease detection, treatment optimization, and clinical workflow automation — integrating machine learning with advanced biosensing and imaging technologies to enable precision medicine at scale.
Explore AI for MedicineKey Initiatives
Metasurface Biosensing Platform
Ultra-sensitive photonic biosensors for early cancer detection through molecular signatures in blood.
Clinical Risk Stratification
AI models that identify high-risk patients for preventive interventions in colorectal cancer and cardiovascular disease.
Multimodal Diagnostic Systems
Integrating imaging, genomics, and clinical data for comprehensive disease diagnosis and prognosis.
Early
Disease
Sensing
What if the earliest signs of disease could be detected from a single breath?
With Intelligent Metasurfaces
Our metasurface-based biosensing platform explores a new frontier in ultra-early diagnostics — pairing precision photonics with molecular sensing to surface previously invisible biomarkers.
This long-horizon project aims to make early disease detection radically accessible to everyone, everywhere.