
Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits
Probabilistic circuits (PCs) are a promising avenue for probabilistic mo...
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CryptoSPN: Privacypreserving SumProduct Network Inference
AI algorithms, and machine learning (ML) techniques in particular, are i...
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DeepDB: Learn from Data, not from Queries!
The typical approach for learned DBMS components is to capture the behav...
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Random SumProduct Forests with Residual Links
Tractable yet expressive density estimators are a key building block of ...
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Padé Activation Units: Endtoend Learning of Flexible Activation Functions in Deep Networks
The performance of deep network learning strongly depends on the choice ...
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Conditional SumProduct Networks: Imposing Structure on Deep Probabilistic Architectures
Bayesian networks are a central tool in machine learning and artificial ...
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Perils of ZeroInteraction Security in the Internet of Things
The Internet of Things (IoT) demands authentication systems which can pr...
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SPFlow: An Easy and Extensible Library for Deep Probabilistic Learning using SumProduct Networks
We introduce SPFlow, an opensource Python library providing a simple in...
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Modelbased Approximate Query Processing
Interactive visualizations are arguably the most important tool to explo...
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Automatic Bayesian Density Analysis
Making sense of a dataset in an automatic and unsupervised fashion is a ...
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Probabilistic Deep Learning using Random SumProduct Networks
Probabilistic deep learning currently receives an increased interest, as...
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SumProduct Networks for Hybrid Domains
While all kinds of mixed data from personal data, over panel and scient...
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Coresets for Dependency Networks
Many applications infer the structure of a probabilistic graphical model...
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Algorithmes de classification et d'optimisation: participation du LIA/ADOC á DEFT'14
This year, the DEFT campaign (Défi Fouilles de Textes) incorporates a ta...
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Machine Learning meets DataDriven Journalism: Boosting International Understanding and Transparency in News Coverage
Migration crisis, climate change or tax havens: Global challenges need g...
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Regroupement sémantique de définitions en espagnol
This article focuses on the description and evaluation of a new unsuperv...
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Alejandro Molina
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