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10/21/2022
Uncertain Evidence in Probabilistic Models and Stochastic Simulators
We consider the problem of performing Bayesian inference in probabilisti...
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10/03/2020
Assisting the Adversary to Improve GAN Training
We propose a method for improved training of generative adversarial netw...
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10/25/2019
Attention for Inference Compilation
We present a new approach to automatic amortized inference in universal ...
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10/25/2019
Deep Probabilistic Surrogate Networks for Universal Simulator Approximation
We present a framework for automatically structuring and training fast, ...
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10/20/2019
Amortized Rejection Sampling in Universal Probabilistic Programming
Existing approaches to amortized inference in probabilistic programs wit...
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07/08/2019
