Search Results for author: Anton Fuxjaeger

Found 2 papers, 0 papers with code

Logical Interpretations of Autoencoders

no code implementations26 Nov 2019 Anton Fuxjaeger, Vaishak Belle

The unification of low-level perception and high-level reasoning is a long-standing problem in artificial intelligence, which has the potential to not only bring the areas of logic and learning closer together but also demonstrate how abstract concepts might emerge from sensory data.

Dimensionality Reduction

Scaling up Probabilistic Inference in Linear and Non-Linear Hybrid Domains by Leveraging Knowledge Compilation

no code implementations29 Nov 2018 Anton Fuxjaeger, Vaishak Belle

Weighted model integration (WMI) extends weighted model counting (WMC) in providing a computational abstraction for probabilistic inference in mixed discrete-continuous domains.

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