UAI 2024 Workshop TPM Submissions

Conditional Bayesian Quadrature
Zonghao Chen, Masha Naslidnyk, Arthur Gretton, Francois-Xavier Briol
- Published: 18 Jul 2024, Last Modified: 18 Jul 2024
- TPM 2024
- Readers: Everyone
GraphSPNs: Sum-Product Networks Benefit From Canonical Orderings
Milan Papez, Martin Rektoris, Vaclav Smidl, Tomáš Pevný
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
$\chi$SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains
Harsh Poonia, Moritz Willig, Zhongjie Yu, Matej Zečević, Kristian Kersting, Devendra Singh Dhami
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
On the Relationship Between Monotone and Squared Probabilistic Circuits
Benjie Wang, Guy Van den Broeck
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
Probabilistic Circuits for Cumulative Distribution Functions
Oliver Broadrick, William Cao, Benjie Wang, Martin Trapp, Guy Van den Broeck
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
A Neural Network Approach for Efficiently Answering Most Probable Explanation Queries in Probabilistic Models
Shivvrat Arya, Tahrima Rahman, Vibhav Giridhar Gogate
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
Polynomial Semantics of Tractable Probabilistic Circuits
Oliver Broadrick, Honghua Zhang, Guy Van den Broeck
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
Neural Network Approximators for Marginal MAP in Probabilistic Circuits
Shivvrat Arya, Tahrima Rahman, Vibhav Giridhar Gogate
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
A confidence machine for sparse high-order interaction model
Diptesh Das, Eugene Ndiaye, Ichiro Takeuchi
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
Hyperparameter Optimization via Interacting with Probabilistic Circuits
Jonas Seng, Fabrizio Ventola, Zhongjie Yu, Kristian Kersting
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
Probabilistic Inference by Projected Weighted Model Counting on Horn Clauses
Alexandre Dubray, Siegfried Nijssen
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
Towards reliable outlier detection using invertible one-class networks
Robert Schmier, Ullrich Koethe, Christoph-Nikolas Straehle
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
On Hardware-efficient Inference in Probabilistic Circuits
Lingyun Yao, Martin Trapp, Jelin Leslin, Gaurav Singh, Peng Zhang, Karthekeyan Periasamy, Martin Andraud
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone
IBIA: An Incremental Build-Infer-Approximate Framework for Approximate Inference of Partition Function
Shivani Bathla, Vinita Vasudevan
- Published: 22 Jun 2024, Last Modified: 05 Aug 2024
- TPM 2024
- Readers: Everyone