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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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1 result for “CSPNs”
Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architecturescs.LG

CSPNs combine SPNs and neural networks for tractable probabilistic modeling.

problem Combining tractable SPNs with neural networks' expressiveness.
method Developed CSPNs by conditioning SPN parameters on inputs and learning structure from data.
result CSPNs outperform other models in multilabel image classification.
CSPNsSum-Product NetworksConditional SPNsProbabilistic ModelingDeep Learning
2019-05-21abs ↗pdf ↗