2 citations · 2 across the 3 of their papers we have counts for
3 papers
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…
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…
Trainability, Expressivity and Interpretability in Gated Neural ODEs
Timothy Doyeon Kim, Tankut Can, Kamesh Krishnamurthy
Understanding how the dynamics in biological and artificial neural networks implement the computations required for a task is a salient open question in machine learning and neuros…