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awesome-spn
A structured list of resources about Sum-Product Networks (SPNs)
https://github.com/arranger1044/awesome-spn
Last synced: 1 day ago
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Papers
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Year
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Sum-Product-Quotient Networks**
- **A Minimalistic Approach to Sum-Product Network Learning for Real Applications**
- **Combining Sum-Product Network and Noisy-OrModel for Ontology Matching**
- **On Theoretical Properties of Sum-Product Networks**
- **Learning Sum-Product Networks with Direct and Indirect Interactions**
- **Sum-product networks: A survey**
- **Discriminative Training of Sum-Product Networks by Extended Baum-Welch** - learning`](#weight-learning)
- **Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning** - learning)
- **Online Algorithms for Sum-Product Networks with Continuous Variables**
- **Cascading Sum-Product Networks using Robustness**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Learning Arbitrary Sum-Product Network Leaves with Expectation-Maximization**
- **A unified approach for learning the parameters of sum-product networks** - learning`](#weight-learning)
- **Exact, Tractable Inference in the Sigma Cognitive Architecture via Sum-Product Networks**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Learning Graph-Structured Sum-Product Networks for Probabilistic Semantic Maps**
- **On the Latent Variable Interpretation in Sum-Product Networks**
- **Alternative Variable Splitting Methods to Learn Sum-Product Networks**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Sum-Product Autoencoding: Encoding and Decoding Representations with Sum-Product Networks**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Sum-Product Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Sum-Product Networks for Sequence Labeling**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **An Empirical Study of Methods for SPN Learning and Inference** - learning`](#structure-learning)
- **Prometheus: Directly Learning Acyclic Directed Graph Structures for Sum-Product Networks** - learning`](#structure-learning)
- **Merging Strategies for Sum-Product Networks: From Trees to Graphs**
- **Hierarchical Decompositional Mixtures of Variational Autoencoders**
- **Tractable Querying and Learning in Hybrid Domains via Sum-Product Networks** - learning`](#structure-learning)
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models** - AIE 2018* [`applications`](#applications)
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Topics
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Online Structure-Search for Sum-Product Networks**
- **Learning Tractable Probabilistic Models for Fault Localization**
- **Foundations of Sum-Product Networks for Probabilistic Modeling**
- **Bayesian Learning of Sum-Product Networks**
- **Online Structure Learning for Feed-Forward and Recurrent Sum-Product Networks**
- **Alternative Variable Splitting Methods to Learn Sum-Product Networks**
- **Greedy Structure Search for Sum-Product Networks**
- **Learning Relational Sum-Product Networks**
- **Greedy Part-Wise Learning of Sum-Product Networks** - up`
- **Learning the Architecture of Sum-Product Networks Using Clustering on Variables**
- **Autoencoder-Enhanced Sum-Product Networks**
- **Sum-Product Networks for Structured Prediction: Context-Specific Deep Conditional Random Fields**
- **Shallow vs. Deep Sum-Product Networks**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Modeling Spatial Layout for Scene Image Understanding Via a Novel Multiscale Sum-Product Network**
- **Recursive Decomposition for Nonconvex Optimization**
- **Learning and Inference in Tractable Probabilistic Knowledge Bases**
- **Efficient Computation of Moments in Sum-Product Networks**
- **Dynamic Sum-Product Networks for Tractable Inference on Sequence Data** - climbing`
- **Decision Sum-Product-Max Networks** - diagram`
- **Image Classification Using Sum-Product Networks for Autonomous Flight of Micro Aerial Vehicles** - classification` `ID-Spn`
- **A Unified Approach for Learning the Parameters of Sum-Product Networks**
- **On the Relationship between Sum-Product Networks and Bayesian Networks**
- **Online and Distributed Bayesian Moment Matching for Parameter Learning in Sum-Product Networks**
- **Online Incremental Structure Learning of Sum-Product Networks**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Sum Product Networks for Activity Recognition**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Hierarchical Spatial Sum-Product Networks for action recognition in Still Images** - recognition`
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Modeling Speech with Sum-Product Networks: Application to Bandwidth Extension**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Collapsed Variational Inference for Sum-Product Networks**
- **Sum-Product Networks: A New Deep Architecture**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Discriminative Learning of Sum-Product Networks**
- **Mixed Sum-Product Networks: A Deep Architecture for Hybrid Domains**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Sum-Product-Max Networks for Tractable Decision Making** - diagram`
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **The Sum-Product Theorem: A Foundation for Learning Tractable Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **On the Expressive Efficiency of Sum Product Networks**
- **Learning Selective Sum-Product Networks**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Foundations of Sum-Product Networks for Probabilistic Modeling**
- **Sum-product Networks for Modeling Activities with Stochastic Structure**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Learning the Structure of Sum-Product Networks** - down` `LearnSPN`
- **Dynamic Programming Algorithm for Inference in Recursive Probabilistic Programs**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Learning Tractable Statistical Relational Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Simplifying, Regularizing and Strengthening Sum-Product Network Structure Learning**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Learning the Structure of Sum-Product Networks via an SVD-based Algorithm**
- **Non-Parametric Bayesian Sum-Product Networks** - parametrics`
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
- **Language Modeling with Sum-Product Networks**
- **Efficient Examination of Soil Bacteria Using Probabilistic Graphical Models**
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Related Works
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Arithmetic Circuits
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Other TPMs
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Exploiting Sum-Product Theorem
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Resources
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Code
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Talks and Tutorials
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Blog Posts
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Licence and Contributing
