Matthew Dowling
5 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Venues
Top co-authors
Research topics
Keywords
variational inference
(3)
gaussian process
(2)
state space model
(2)
dynamical system
(2)
time series
(1)
message passing
(1)
kalman filter
(1)
neural data analysis
(1)
brain regions
(1)
latent variable model
(1)
impulse responses
(1)
variational autoencoder
(1)
gaussian state-space
(1)
latent dynamics
(1)
information flow
(1)
communication channel
(1)
latent trajectory
(1)
neural spike train
(1)
linear time complexity
(1)
neural trajectory
(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
NeurIPS 2024
Linear Time GPs for Inferring Latent Trajectories from Neural Spike Trains
ICML 2023
Real-time variational method for learning neural trajectory and its dynamics
ICLR 2023