conftrace_

probabilistic circuit

45 papers

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Also known as

PC

Co-occurring keywords

generative model (2892) tractable inference (32) density estimation (398) variational inference (2069) probabilistic inference (312) neural network (6616) parameter learning (65) uncertainty quantification (1393) structure learning (341) graphical model (864)

Papers

Sparse Probabilistic Circuits via Pruning and Growing NIPS 2022
A Hardware Perspective to Evaluating Probabilistic Circuits PGM 2022
Juice: A Julia Package for Logic and Probabilistic Circuits AAAI 2021
Tractable computation of expected kernels UAI 2021
Probabilistic Sufficient Explanations IJCAI 2021
Tractable Regularization of Probabilistic Circuits NIPS 2021
Random probabilistic circuits UAI 2021
Leveraging probabilistic circuits for nonparametric multi-output regression UAI 2021
Group Fairness by Probabilistic Modeling with Latent Fair Decisions AAAI 2021
Testing Probabilistic Circuits NIPS 2021
HyperSPNs: Compact and Expressive Probabilistic Circuits NIPS 2021
Whittle Networks: A Deep Likelihood Model for Time Series ICML 2021
Probabilistic Generating Circuits ICML 2021
Strudel: Learning Structured-Decomposable Probabilistic Circuits PGM 2020
Joints in Random Forests NIPS 2020
On the Relationship Between Probabilistic Circuits and Determinantal Point Processes UAI 2020
Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits ICML 2020
Probabilistic Circuits for Variational Inference in Discrete Graphical Models NIPS 2020
On Tractable Computation of Expected Predictions NIPS 2019
Learning Acyclic Probabilistic Circuits Using Test Paths JMLR 2009