Projects & publications
NerDS Lab · Self-supervised learning
Evaluating cross-subject generalization and zero-shot transfer across 142 imaging sessions from six animals, testing whether learned representations preserve biological identity in unseen subjects.
NerDS Lab · Neural decoding
Extending ZEN to large-scale electrophysiology data and learning shared representations across subjects and recording conditions. Matched a supervised fine-tuning baseline on running-speed decoding using 75% fewer target-subject trials.
NerDS Lab · Neural representations
Studying how learned representations change over time and across behavioral states, sessions, and subjects, using optimal transport to align embedding spaces and evaluate cross-session generalization.
Biological Cybernetics · 2026
NeurIPS · 2026 · Under review
Proceedings of the Society for Computation in Linguistics (SCiL) · 2026
Phone-based athletic form analysis combining pose estimation, temporal phase classification, and biomechanical rules to deliver personalized motion feedback.
Computer vision · Biomechanics