Projects

01

Adapting Protein Language Models for Generative C05 CDR-H3 Design

Adapting ESM2 with antibody-domain pretraining and preference optimization to propose novel C05 antibody variants for experimental validation.

Semester project · spring 2026
02

Particle track reconstruction as a spin-glass optimization problem

Casting the reconstruction of particle tracks from detector hits as a spin-glass optimization problem.

Course project · spring 2026
03

AI in the Sciences and Engineering

Analysis of the spectral bias of physics-informed neural networks, Fourier neural operators, and geometry-aware neural operators.

Course project · fall 2025