conftrace_

tractable inference

32 papers

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Co-occurring keywords

sum-product network (49) graphical model (864) probabilistic graphical model (226) probabilistic circuit (45) probabilistic inference (312) probabilistic modeling (852) generative model (2892) structure learning (341) probabilistic model (476) tractable model (8)

Papers

On the Relationship Between Monotone and Squared Probabilistic Circuits AAAI 2025
A Tractable Inference Perspective of Offline RL NIPS 2024
Continuous Mixtures of Tractable Probabilistic Models AAAI 2023
Not all Strongly Rayleigh Distributions Have Small Probabilistic Generating Circuits ICML 2023
Probabilistic Flow Circuits: Towards Unified Deep Models for Tractable Probabilistic Inference UAI 2023
Compositional Probabilistic and Causal Inference using Tractable Circuit Models AISTATS 2023
Understanding the Distillation Process from Deep Generative Models to Tractable Probabilistic Circuits ICML 2023
Exchangeability-Aware Sum-Product Networks IJCAI 2022
Tractable Regularization of Probabilistic Circuits NIPS 2021
Residual Sum-Product Networks PGM 2020
Sum-Product Network Decompilation PGM 2020
Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures PGM 2020
On the Relationship Between Probabilistic Circuits and Determinantal Point Processes UAI 2020
Look Ma, No Latent Variables: Accurate Cutset Networks via Compilation ICML 2019
On Tractable Computation of Expected Predictions NIPS 2019
Towards Hardware-Aware Tractable Learning of Probabilistic Models NIPS 2019
Cutset Bayesian Networks: A New Representation for Learning Rao-Blackwellised Graphical Models IJCAI 2019
Sum-Product-Quotient Networks AISTATS 2018
Online Structure Learning for Feed-Forward and Recurrent Sum-Product Networks NIPS 2018
Dynamic Sum Product Networks for Tractable Inference on Sequence Data PGM 2016
Learning Tractable Multidimensional Bayesian Network Classifiers PGM 2016
The Sum-Product Theorem: A Foundation for Learning Tractable Models ICML 2016
Tractable Operations for Arithmetic Circuits of Probabilistic Models NIPS 2016
Tractable Learning for Complex Probability Queries NIPS 2015
Learning Sum-Product Networks with Direct and Indirect Variable Interactions ICML 2014