01 · Scientific goals
What should a model explain?
- Predictive Biological Modeling
- Mechanistic Understanding & Discovery
- Therapeutic Intervention Design
Research interests
Predictive biological modeling, from perturbation to intervention.
A living map of the scientific goals, biological settings, theory, and modeling tools that shape my work.
Core interests
Four connected layers of the research program
A focused selection of the questions, biological settings, and modeling principles that define my work.
02 · Biological applications
Where do interventions act?
- Perturbation Modeling
- Single-cell Genomics
- Drug & Treatment Response Prediction
03 · Causal & generalization theory
What can transfer?
- Identifiability & Transferability
- Causal Representation Learning
- Domain Generalization
04 · Modeling & reliability
How do we know when to trust it?
- World Models & Latent Dynamics
- Uncertainty Quantification
- Out-of-Distribution Robustness
Source & scope
These are the core interests selected from the editable research_word_cloud repository. The source contains additional related topics; protein engineering and protein design are intentionally outside this research-interest map.