"probabilistic circuits" Papers

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$R^2$-Guard: Robust Reasoning Enabled LLM Guardrail via Knowledge-Enhanced Logical Reasoning

Mintong Kang, Bo Li

ICLR 2025arXiv:2407.05557
34
citations

A Unified Framework for Human-Allied Learning of Probabilistic Circuits

Athresh Karanam, Saurabh Mathur, Sahil Sidheekh et al.

AAAI 2025paperarXiv:2405.02413
3
citations

On the Hardness of Approximating Distributions with Tractable Probabilistic Models

John Leland, YooJung Choi

NEURIPS 2025spotlightarXiv:2506.01281

On the Relationship Between Monotone and Squared Probabilistic Circuits

Benjie Wang, Guy Van den Broeck

AAAI 2025paperarXiv:2408.00876
13
citations

Sum of Squares Circuits

Lorenzo Loconte, Stefan Mengel, Antonio Vergari

AAAI 2025paperarXiv:2408.11778
14
citations

Exact Soft Analytical Side-Channel Attacks using Tractable Circuits

Thomas Wedenig, Rishub Nagpal, Gaëtan Cassiers et al.

ICML 2024arXiv:2501.13748
3
citations

Neural Network Approximators for Marginal MAP in Probabilistic Circuits

Shivvrat Arya, Tahrima Rahman, Vibhav Gogate

AAAI 2024paperarXiv:2402.03621
2
citations

Probabilistic Generating Circuits - Demystified

Sanyam Agarwal, Markus Bläser

ICML 2024

Probabilistic Neural Circuits

Pedro Zuidberg Dos Martires

AAAI 2024paperarXiv:2403.06235
7
citations

Scaling Tractable Probabilistic Circuits: A Systems Perspective

Anji Liu, Kareem Ahmed, Guy Van den Broeck

ICML 2024arXiv:2406.00766
18
citations