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Tractable Regularization of Probabilistic Circuits
Probabilistic Circuits (PCs) are a promising avenue for probabilistic mo...
06/04/2021 ∙ by Anji Liu, et al. ∙
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A Compositional Atlas of Tractable Circuit Operations: From Simple Transformations to Complex Information-Theoretic Queries
Circuit representations are becoming the lingua franca to express and re...
02/11/2021 ∙ by Antonio Vergari, et al. ∙
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On Effective Parallelization of Monte Carlo Tree Search
Despite its groundbreaking success in Go and computer games, Monte Carlo...
06/15/2020 ∙ by Anji Liu, et al. ∙
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Off-Policy Deep Reinforcement Learning with Analogous Disentangled Exploration
Off-policy reinforcement learning (RL) is concerned with learning a rewa...
02/25/2020 ∙ by Anji Liu, et al. ∙
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