probabilistic-circuits
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Sum Product Flow: An Easy and Extensible Library for Sum-Product Networks
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Nov 25, 2025 - Python
a python framework to build, learn and reason about probabilistic circuits and tensor networks
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Nov 6, 2025 - Python
Probabilistic Circuits from the Juice library
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Jun 10, 2024 - Julia
A Python Library for Deep Probabilistic Modeling
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Oct 25, 2024 - Python
How to Turn Your Knowledge Graph Embeddings into Generative Models
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Jul 10, 2024 - Python
Squared Non-monotonic Probabilistic Circuits
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Jan 16, 2025 - Python
Sparse Circuits on the GPU (ICLR2025)
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Nov 21, 2025 - Python
PyTorch implementation for "Probabilistic Circuits for Variational Inference in Discrete Graphical Models", NeurIPS 2020
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Oct 11, 2021 - Python
PyTorch implementation for "HyperSPNs: Compact and Expressive Probabilistic Circuits", NeurIPS 2021
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Oct 26, 2021 - Python
🎲 A Kotlin DSL for probabilistic programming.
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Apr 8, 2022 - Java
Code in support of the paper Continuous Mixtures of Tractable Probabilistic Models
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Oct 12, 2024 - Jupyter Notebook
Code for Deep Structured Mixtures of Gaussian Processes (DSMGPs)
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Jan 27, 2022 - Julia
Probabilistic Circuits in Julia
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Dec 27, 2023 - Julia
A novel neural architecture that embeds probabilistic reasoning directly into the computational units of deep networks.
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Sep 22, 2025 - Python
Materials for the AAAI'25 tutorial "From Tensor Factorizations to Circuits (and Back)"
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Feb 25, 2025 - SCSS
Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs
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Jul 16, 2025 - Python
GraphSPNs: Sum-Product Networks Benefit From Canonical Orderings
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Aug 12, 2024 - Python
C++ implementation of parameter learning algorithms for Sum-Product Networks, aka Probabilistic Circuits
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Aug 17, 2018 - C++
Website for the AAAI'25 Workshop on "Connectin Low-Rank Representations in AI"
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Mar 4, 2025 - SCSS
Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs
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Feb 23, 2024 - Julia
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