Looking for a bifurcation inside an LLM
Steering PANDA, looking for an oscillator, and learning a world model of the model.
I’m a PhD student in Quantitative Life Sciences at McGill, supervised by Morgan Craig and Amin Emad. I work on nonlinear dynamics and scientific machine learning.
I keep my notes on mathematics, biology and ideas still being sharpened ;) here
Notes
OIL, learned flows, and the search for better optimizers
Learning a starting point, an update field, or a policy around the solver.
Weak forms, weighted windows, and Lorenz
Noise-robust SINDy, forecast survival, and what foundation models changed.
Enamel
Projects
Invited talks
Real-MVP: Virtual Populations As Simulation-Based Conditional Neural Densities
SIAM Conference on the Life Sciences (LS26) · Cleveland, Ohio ·
MS11: Recent Advances in Digital Twins and Trial Simulations to Guide Clinical Decisions
Selected code
- Weighted weak SINDy — learning Lorenz dynamics from noisy states.
- Combination therapy — optimizing dosing schedules in Julia.
- Neural ODEs — benchmarks in Julia and Python.
- Spatial transcriptomics — patterns, graphs, and transport.