sum-product network

Generating Likely Counterfactuals Using Sum-Product Networks ICLR 2025 $χ$SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains UAI 2024 $Ψ$net: Efficient Causal Modeling at Scale PGM 2024 Differentially Private Sum-Product Networks ICML 2024 Neural Network Approximators for Marginal MAP in Probabilistic Circuits AAAI 2024 Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs ICLR 2024 Tractable Probabilistic Graph Representation Learning with Graph-Induced Sum-Product Networks ICLR 2024 Anytime Learning of Sum-Product and Sum-Product-Max Networks PGM 2022 Conditionally Tractable Density Estimation using Neural Networks AISTATS 2022 Exchangeability-Aware Sum-Product Networks IJCAI 2022 Explaining Deep Tractable Probabilistic Models: The sum-product network case PGM 2022 A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference NeurIPS 2021 Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models NeurIPS 2021 State-Based Recurrent SPMNs for Decision-Theoretic Planning under Partial Observability IJCAI 2021 Whittle Networks: A Deep Likelihood Model for Time Series ICML 2021 Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures PGM 2020 Deep Generalized Convolutional Sum-Product Networks PGM 2020 Discriminative Non-Parametric Learning of Arithmetic Circuits PGM 2020 Efficient Predictive Uncertainty Estimators for Deep Probabilistic Models AAAI 2020 Gaussian Sum-Product Networks Learning in the Presence of Interval Censored Data PGM 2020 On the Sample Complexity of Learning Sum-Product Networks AISTATS 2020 Probabilistic Circuits for Variational Inference in Discrete Graphical Models NeurIPS 2020 Residual Sum-Product Networks PGM 2020 Sum-Product Network Decompilation PGM 2020 Sum-Product Networks for Robust Automatic Speaker Identification Interspeech 2020