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04/15/2023
Tractable Control for Autoregressive Language Generation
Despite the success of autoregressive large language models in text gene...
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02/27/2023
Mixtures of All Trees
Tree-shaped graphical models are widely used for their tractability. How...
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10/10/2022
Scaling Up Probabilistic Circuits by Latent Variable Distillation
Probabilistic Circuits (PCs) are a unified framework for tractable proba...
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05/23/2022
On the Paradox of Learning to Reason from Data
Logical reasoning is needed in a wide range of NLP tasks. Can a BERT mod...
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02/19/2021
Probabilistic Generating Circuits
Generating functions, which are widely used in combinatorics and probabi...
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06/26/2020