2 papers
q-bio.NC2026
Identifying Connectivity Distributions from Neural Dynamics Using Flows
Timothy Doyeon Kim, Ulises Pereira-Obilinovic, Yiliu Wang +2
Connectivity structure shapes neural computation, but inferring this structure from population recordings is degenerate: multiple connectivity structures can generate identical dyn…
cs.LG2025
Interpretable time series analysis with Gumbel dynamics
Yiliu Wang, Timothy Doyeon Kim, Eric Shea-Brown +1
Switching dynamical systems can model complicated time series data while maintaining interpretability by inferring a finite set of dynamics primitives and explaining different port…