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06/13/2023
Differentiating Metropolis-Hastings to Optimize Intractable Densities
We develop an algorithm for automatic differentiation of Metropolis-Hast...
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05/26/2023
Inferring the Future by Imagining the Past
A single panel of a comic book can say a lot: it shows not only where ch...
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05/26/2023
Acting as Inverse Inverse Planning
Great storytellers know how to take us on a journey. They direct charact...
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04/26/2022
Designing Perceptual Puzzles by Differentiating Probabilistic Programs
We design new visual illusions by finding "adversarial examples" for pri...
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09/29/2019
Gradient Descent: The Ultimate Optimizer
Working with any gradient-based machine learning algorithm involves the ...
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06/12/2019
SPoC: Search-based Pseudocode to Code
We consider the task of mapping pseudocode to long programs that are fun...
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08/01/2017