Andreas Munk
4 papers · 2019–2023 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
Venues
Top co-authors
Research topics
Keywords
probabilistic programming
(2)
amortized inference
(2)
posterior inference
(2)
stochastic simulator
(2)
bayesian inference
(2)
particle physics
(1)
rejection sampling
(1)
sequential importance sampling
(1)
inference compilation
(1)
deep recurrent neural network
(1)
latent variable inference
(1)
finite variance
(1)
uncertain evidence
(1)
virtual evidence
(1)
neural surrogate
(1)
probabilistic surrogate
(1)
markov chain monte carlo
(1)
importance sampling
(1)
variance reduction
(1)
probabilistic model
(1)
Papers
Uncertain Evidence in Probabilistic Models and Stochastic Simulators
ICML 2023
Amortized Rejection Sampling in Universal Probabilistic Programming
AISTATS 2022
Probabilistic surrogate networks for simulators with unbounded randomness
UAI 2022
Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model
NeurIPS 2019