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

Tractable Sharpness-Aware Learning of Probabilistic Circuits AAAI 2026
On the Relationship Between Monotone and Squared Probabilistic Circuits AAAI 2025
Sum of Squares Circuits AAAI 2025
A Unified Framework for Human-Allied Learning of Probabilistic Circuits AAAI 2025
Building Expressive and Tractable Probabilistic Generative Models: A Review IJCAI 2024
Probabilistic Neural Circuits AAAI 2024
Neural Network Approximators for Marginal MAP in Probabilistic Circuits AAAI 2024
Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits NIPS 2024
On the Expressive Power of Tree-Structured Probabilistic Circuits NIPS 2024
Probabilistic Integral Circuits AISTATS 2024
A Neural Network Approach for Efficiently Answering Most Probable Explanation Queries in Probabilistic Models NIPS 2024
Understanding the Distillation Process from Deep Generative Models to Tractable Probabilistic Circuits ICML 2023
Bayesian Structure Scores for Probabilistic Circuits AISTATS 2023
Compositional Probabilistic and Causal Inference using Tractable Circuit Models AISTATS 2023
Certifying Fairness of Probabilistic Circuits AAAI 2023
Probabilistic Flow Circuits: Towards Unified Deep Models for Tractable Probabilistic Inference UAI 2023
Probabilistic circuits that know what they don’t know UAI 2023
Continuous Mixtures of Tractable Probabilistic Models AAAI 2023
Probabilistic Reasoning and Learning for Trustworthy AI AAAI 2023
Characteristic Circuits NIPS 2023
On inference and learning with probabilistic generating circuits UAI 2023
Predictive Whittle networks for time series UAI 2022
Robustness Guarantees for Credal Bayesian Networks via Constraint Relaxation over Probabilistic Circuits IJCAI 2022
Tractable Uncertainty for Structure Learning ICML 2022
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations AISTATS 2022