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Semantic Probabilistic Layers for Neuro-Symbolic Learning


Jun 01, 2022
Kareem Ahmed, Stefano Teso, Kai-Wei Chang, Guy Van den Broeck, Antonio Vergari


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On the Paradox of Learning to Reason from Data


May 24, 2022
Honghua Zhang, Liunian Harold Li, Tao Meng, Kai-Wei Chang, Guy Van den Broeck

* Table 1 & 2 numbers were out-dated in v1; we have updated them; the observations and conclusions remain unchanged 

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Neuro-Symbolic Entropy Regularization


Jan 25, 2022
Kareem Ahmed, Eric Wang, Kai-Wei Chang, Guy Van den Broeck


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Lossless Compression with Probabilistic Circuits


Nov 23, 2021
Anji Liu, Stephan Mandt, Guy Van den Broeck


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Solving Marginal MAP Exactly by Probabilistic Circuit Transformations


Nov 08, 2021
YooJung Choi, Tal Friedman, Guy Van den Broeck


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flip-hoisting: Exploiting Repeated Parameters in Discrete Probabilistic Programs


Oct 19, 2021
Yu-Hsi Cheng, Todd Millstein, Guy Van den Broeck, Steven Holtzen


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Towards an Interpretable Latent Space in Structured Models for Video Prediction


Jul 16, 2021
Rushil Gupta, Vishal Sharma, Yash Jain, Yitao Liang, Guy Van den Broeck, Parag Singla

* Accepted at Weakly Supervised Representation Learning Workshop at IJCAI 2021 

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Tractable Regularization of Probabilistic Circuits


Jun 04, 2021
Anji Liu, Guy Van den Broeck


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Probabilistic Sufficient Explanations


May 21, 2021
Eric Wang, Pasha Khosravi, Guy Van den Broeck


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