Kevin Winner
4 papers · 2015–2018 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🐣
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Keywords
exact inference
(3)
latent variable model
(3)
automatic differentiation
(1)
gradient estimation
(1)
markov chain monte carlo
(1)
gibbs sampling
(1)
poisson model
(1)
graphical model
(1)
latent variable
(1)
branching process
(1)
population dynamics
(1)
generating function
(1)
queueing model
(1)
probability generating function
(1)
queueing theory
(1)
integer latent variable
(1)
probabilistic modeling
(1)
population model
(1)
probabilistic inference
(1)
Papers
Learning in Integer Latent Variable Models with Nested Automatic Differentiation
ICML 2018
Exact Inference for Integer Latent-Variable Models
ICML 2017
Probabilistic Inference with Generating Functions for Poisson Latent Variable Models
NeurIPS 2016
Inference in a Partially Observed Queuing Model with Applications in Ecology
ICML 2015