Marvin Schmitt
4 papers · 2023–2024 · 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
simulation-based inference
(2)
markov chain monte carlo
(1)
marginal likelihood
(1)
posterior estimation
(1)
bayesian model comparison
(1)
posterior approximation
(1)
probabilistic framework
(1)
amortized inference
(1)
generative model
(1)
consistency model
(1)
posterior model probability
(1)
likelihood approximation
(1)
surrogate modeling
(1)
probability flow
(1)
low-data regime
(1)
neural approximation
(1)
neural density estimator
(1)
amortized bayesian inference
(1)
joint probabilistic model
(1)
bayesian inference
(1)
Papers
Consistency Models for Scalable and Fast Simulation-Based Inference
NeurIPS 2024
Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference
ICML 2024
Jana: Jointly amortized neural approximation of complex Bayesian models
UAI 2023
Meta-Uncertainty in Bayesian Model Comparison
AISTATS 2023