conftrace_

sum-product network

49 papers

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Also known as

SPNS SPN

Co-occurring keywords

graphical model (864) probabilistic graphical model (226) tractable inference (32) probabilistic modeling (852) generative model (2892) probabilistic model (476) structure learning (341) probabilistic inference (312) neural network (6616) density estimation (398)

Papers

Neural Network Approximators for Marginal MAP in Probabilistic Circuits AAAI 2024
Explaining Deep Tractable Probabilistic Models: The sum-product network case PGM 2022
Exchangeability-Aware Sum-Product Networks IJCAI 2022
Conditionally Tractable Density Estimation using Neural Networks AISTATS 2022
Anytime Learning of Sum-Product and Sum-Product-Max Networks PGM 2022
Whittle Networks: A Deep Likelihood Model for Time Series ICML 2021
Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models NIPS 2021
A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference NIPS 2021
State-Based Recurrent SPMNs for Decision-Theoretic Planning under Partial Observability IJCAI 2021
Efficient Predictive Uncertainty Estimators for Deep Probabilistic Models AAAI 2020
Sum-Product Network Decompilation PGM 2020
Gaussian Sum-Product Networks Learning in the Presence of Interval Censored Data PGM 2020
Two Reformulation Approaches to Maximum-A-Posteriori Inference in Sum-Product Networks PGM 2020
Sum-Product-Transform Networks: Exploiting Symmetries using Invertible Transformations PGM 2020
Discriminative Non-Parametric Learning of Arithmetic Circuits PGM 2020
Deep Generalized Convolutional Sum-Product Networks PGM 2020
Residual Sum-Product Networks PGM 2020
Sum-Product Networks for Robust Automatic Speaker Identification INTERSPEECH 2020
On the Sample Complexity of Learning Sum-Product Networks AISTATS 2020
Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures PGM 2020
Hierarchical Decompositional Mixtures of Variational Autoencoders ICML 2019
Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning UAI 2019
Deep Convolutional Sum-Product Networks AAAI 2019
Faster Attend-Infer-Repeat with Tractable Probabilistic Models ICML 2019
Bayesian Learning of Sum-Product Networks NIPS 2019