Lea Duncker
5 papers · 2018–2024 · 2 conferences · across top CS/AI conferences
Achievements
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Conferences
NIPS (4)
ICML (1)
Top co-authors
Keywords
stochastic differential equation
(2)
gaussian process
(2)
dynamical system
(2)
neural population
(2)
time series
(1)
point process
(1)
gaussian process factor analysis
(1)
variational approximation
(1)
nonlinear dynamics
(1)
hidden markov model
(1)
latent variable model
(1)
switching linear dynamical system
(1)
state space model
(1)
state-space model
(1)
autoregressive model
(1)
latent variable
(1)
spike train
(1)
recurrent neural network
(1)
latent dynamics
(1)
catastrophic interference
(1)
Papers
Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems
NIPS 2024
Distinguishing discrete and continuous behavioral variability using warped autoregressive HMMs
NIPS 2022
Organizing recurrent network dynamics by task-computation to enable continual learning
NIPS 2020
Learning interpretable continuous-time models of latent stochastic dynamical systems
ICML 2019
Temporal alignment and latent Gaussian process factor inference in population spike trains
NIPS 2018