UAI 2025 Workshop TPM Submissions

Bayesian Inverse Problems Meet Flow Matching: Efficient and Flexible Inference via Transformers
Daniil Sherki, Ivan Oseledets, Ekaterina Muravleva
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Distillation of a tractable model from the VQ-VAE
Armin Hadžić, Milan Papez, Tomáš Pevný
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs
Milan Papez, Martin Rektoris, Vaclav Smidl, Tomáš Pevný
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Sparse Probabilistic Graph Circuits
Martin Rektoris, Milan Papez, Vaclav Smidl, Tomáš Pevný
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Effective Diffusion-free Score Matching for Exact Conditional Sampling
Thomas Wedenig, Robert Peharz
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Deep Polynomial Chaos Expansion
Johannes Exenberger, Sascha Ranftl, Robert Peharz
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Statistically Robust Sparse High-order Interaction Model
Diptesh Das, Ichiro Takeuchi, Koji Tsuda
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Bitblasting for Tractable Constrained Decorrelation in Image Modeling
Poorva Garg, Benjie Wang, Oliver Broadrick, Guy Van den Broeck, Todd Millstein
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Integrating Constraints via Probabilistic Circuits
Soroush Ghandi, Benjamin Quost, Cassio de Campos
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Counterfactual Sum-Product Networks
Florian Peter Busch, Moritz Willig, Matej Zečević, Kristian Kersting, Devendra Singh Dhami
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
A Fast Convoluted Story: Scaling Probabilistic Inference for Integer Arithmetics
Lennert De Smet, Pedro Zuidberg Dos Martires
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
KLay: Accelerating Arithmetic Circuits for Neurosymbolic AI
Jaron Maene, Vincent Derkinderen, Pedro Zuidberg Dos Martires
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
A Quantum Information Theoretic Approach to Tractable Probabilistic Models
Pedro Zuidberg Dos Martires
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
DeCaFlow: A Deconfounding Causal Generative Model
Alejandro Almodóvar, Adrián Javaloy, Juan Parras, Santiago Zazo, Isabel Valera
- Published: 17 Jun 2025, Last Modified: 03 Jul 2025
- TPM 2025
- Readers: Everyone
On the Hardness of Approximating Distributions with Probabilistic Circuits
John Leland, YooJung Choi
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Autoencoding Probabilistic Circuits
Steven Braun, Sahil Sidheekh, Sriraam Natarajan, Antonio Vergari, Martin Mundt, Kristian Kersting
- Published: 17 Jun 2025, Last Modified: 05 Jul 2025
- TPM 2025
- Readers: Everyone
Neural Probabilistic Circuits: An Overview
Weixin Chen, Simon Yu, Huajie Shao, Lui Sha, Han Zhao
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Scaling Probabilistic Circuits via Data Partitioning
Jonas Seng, Florian Peter Busch, Pooja Prasad, Devendra Singh Dhami, Martin Mundt, Kristian Kersting
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Copula Diffusion Modelling Under Marginal Constraints
Laura Battaglia, Tyler Farghly, Stefano Cortinovis, Daniel de Vassimon Manela, Amitis Shidani, Christopher Williams
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
On the Relationship between And-Sum Circuits and Deterministic Boolean Circuits
Jonas Rodrigues Lima Goncalves, Denis Mauá
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
On Equivariant Model Selection through the Lens of Uncertainty
Putri A Van der Linden, Alexander Timans, Dharmesh Tailor, Erik J Bekkers
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Rethinking Probabilistic Circuit Parameter Learning
Anji Liu, Guy Van den Broeck
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Approximate Bayesian Inference via Bitstring Representations
Aleksanteri Sladek, Martin Trapp, Arno Solin
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
Computing Tractable Probabilistic Models: A Hardware Perspective
Martin Andraud, Lingyun Yao, Karthekeyan Periasamy, Jelin Leslin, Martin Trapp
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone
A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction
Leander Kurscheidt, Paolo Morettin, Roberto Sebastiani, Andrea Passerini, Antonio Vergari
- Published: 17 Jun 2025, Last Modified: 20 Jun 2025
- TPM 2025
- Readers: Everyone