conftrace_

Matthew Dowling

5 papers · 2023–2025 · 3 conferences · across top CS/AI conferences

Achievements

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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (3) 🐝 Cross-Pollinator (14)

Conferences

ICLR (3) ICML (1) NIPS (1)

Top co-authors

Il Memming Park (4) Yuan Zhao (3) Cristina Savin (1) Hyungju Jeon (1) Josue Nassar (1) Ayesha Vermani (1)

Keywords

dynamical system (2) gaussian process (2) variational inference (2) state-space model (1) variational autoencoder (1) gaussian state-space (1) latent trajectory (1) neural spike train (1) linear time complexity (1) neural physiological (1) time series (1) message passing (1)

Papers

Meta-Dynamical State Space Models for Integrative Neural Data Analysis ICLR 2025 Nonlinear multiregion neural dynamics with parametric impulse response communication channels ICLR 2025 eXponential FAmily Dynamical Systems (XFADS): Large-scale nonlinear Gaussian state-space modeling NIPS 2024 Real-time variational method for learning neural trajectory and its dynamics ICLR 2023 Linear Time GPs for Inferring Latent Trajectories from Neural Spike Trains ICML 2023