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  • title: Neuro-Symbolic AI with Tractable Deep Generative Models
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            Neuro-Symbolic AI with Tractable Deep Generative Models
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            Neuro-Symbolic AI with Tractable Deep Generative Models

            Dec 15, 2023

            Speakers

            GVdB
            GVdB

            Guy Van den Broeck

            Speaker · 5 followers

            About

            This talk will overview recent developments in combining symbolic reasoning algorithms with deep generative models. We will use probabilistic circuits as the architecture that bridges learning and reasoning. These circuits represent joint distributions as deep computation graphs. They move beyond other deep generative models and probabilistic graphical models by guaranteeing tractable exact probabilistic and logical inference for certain classes of queries: marginal probabilities, symbolic condi…

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            NeurIPS 2023

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