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Adnan Darwiche's UCLA course: Learning and Reasoning with Bayesian Networks. Discusses recent semantics of 15:32 SPNs and their relation to ACs. ICML 2017 paper discussed in lecture. Titile: On Relaxing Determinism in Adnan Darwiche's UCLA course: Learning and Reasoning with Bayesian Networks. Discusses the representation of Bayesian ... Authors: Yujia Shen and Arthur Choi and Adnan Darwiche (NIPS 2016) We consider tractable representations of probability ...

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