Dowling, Matthew

5 publications

ICLR 2025 Meta-Dynamical State Space Models for Integrative Neural Data Analysis Ayesha Vermani, Josue Nassar, Hyungju Jeon, Matthew Dowling, Il Memming Park

ICLR 2025 Nonlinear Multiregion Neural Dynamics with Parametric Impulse Response Communication Channels Matthew Dowling, Cristina Savin

NeurIPS 2024 eXponential FAmily Dynamical Systems (XFADS): Large-Scale Nonlinear Gaussian State-Space Modeling Matthew Dowling, Yuan Zhao, Il Memming Park

ICML 2023 Linear Time GPs for Inferring Latent Trajectories from Neural Spike Trains Matthew Dowling, Yuan Zhao, Il Memming Park

ICLR 2023 Real-Time Variational Method for Learning Neural Trajectory and Its Dynamics Matthew Dowling, Yuan Zhao, Il Memming Park