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Probabilistic Circuits and Logic
Program
Logic and Algorithms in Database Theory and AI
Location
Calvin Lab Auditorium
Date
Monday, Oct. 16
–
Friday, Oct. 20, 2023
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Schedule
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The Workshop
Schedule
Videos
Monday, Oct. 16, 2023
9
–
9:25 a.m.
Coffee and Check-in
9:25
–
9:30 a.m.
Opening Remarks
9:30
–
10:10 a.m.
Compiling FO Sentences to Circuits: Upper Bounds and Lower Bounds on the Size of the Circuit
Dan Suciu (University of Washington)
10:10
–
10:50 a.m.
The Intensional-Extensional Problem in Probabilistic Databases
Mikael Monet (INRIA)
10:50
–
11:20 a.m.
Break
11:20 a.m.
–
12 p.m.
Model Counting Meets Distinct Estimation
Kuldeep Meel (University of Toronto)
12
–
2 p.m.
Lunch (on your own)
2
–
2:40 p.m.
Credal Models for Uncertainty and Logic Treatment
Cassio de Campos (TU Eindhoven)
2:40
–
3 p.m.
Break
3
–
4 p.m.
Reception
Tuesday, Oct. 17, 2023
9
–
9:30 a.m.
Coffee and Check-in
9:30
–
10:10 a.m.
AND/OR Search Spaces for Anytime Probabilistic Reasoning
Rina Dechter (UC Irvine)
10:10
–
10:50 a.m.
First-Order Model Counting and Sampling
Ondrej Kuzelka (Prague University)
10:50
–
11:20 a.m.
Break
11:20 a.m.
–
12 p.m.
Combined Approximations for Probabilistic Query Evaluation: An Intensional Approach
Timothy Van Bremen (National University of Singapore)
12
–
2 p.m.
Lunch (on your own)
2
–
2:40 p.m.
Tractable Bounding of Counterfactual Queries by Knowledge Compilation
Alessandro Antonucci (IDSIA)
2:40
–
3:20 p.m.
Lower Bounds for Tractable Arithmetic Circuits
Alexis de Colnet (TU Wien)
3:20
–
3:50 p.m.
Break
3:50
–
5 p.m.
Discussion
Wednesday, Oct. 18, 2023
9
–
9:30 a.m.
Coffee and Check-in
9:30
–
10:10 a.m.
Efficient Enumeration Algorithms via Circuits
Antoine Amarilli (Telecom Paris)
10:10
–
10:50 a.m.
Leveraging tree automata approximation results for efficient sampling and counting in Boolean circuits
Marcelo Arenas (PUC Chile and RelationalAI)
10:50
–
11:20 a.m.
Break
11:20 a.m.
–
12 p.m.
Factorized Databases
Ahmet Kara (University of Zurich)
12
–
2 p.m.
Lunch (on your own)
2
–
2:40 p.m.
Direct Access for Conjunctive Queries with Negation
Florent Capelli (Université d'Artois, CNRS, CRIL)
2:40
–
3:20 p.m.
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations
YooJung Choi (Arizona State University)
3:20
–
3:50 p.m.
Break
3:50
–
5 p.m.
Discussion
Thursday, Oct. 19, 2023
9
–
9:30 a.m.
Coffee and Check-in
9:30
–
10:10 a.m.
Decision Diagrams for Efficient Inference and Optimization in Expressive Discrete+Continuous Domains
Scott Sanner (University of Toronto)
10:10
–
10:50 a.m.
The Rise of Tractable Circuits: From Cryptography to Continuous Generative Models
Robert Peharz (TU Graz)
10:50
–
11:20 a.m.
Break
11:20 a.m.
–
12 p.m.
Subtractive Mixture Models: Representation and Learning
Antonio Vergari (University of Edinburgh)
12
–
2 p.m.
Lunch (on your own)
2
–
2:40 p.m.
An Approximate Skolem Function Counter
Brendan Juba (Washington University in St. Louis)
2:40
–
3:20 p.m.
Weighted Model Integration
Zhe Zeng (UCLA)
3:20
–
3:50 p.m.
Break
3:50
–
5 p.m.
Discussion
Friday, Oct. 20, 2023
9
–
9:30 a.m.
Coffee and Check-in
9:30
–
10:10 a.m.
Marginal Determinism in Structured Decomposable Circuits
Benjie Wang (University of Oxford)
10:10
–
10:50 a.m.
On Finding Modes of Gaussian Sum-Product Networks
Denis Maua (University of Sao Paulo)
10:50
–
11:20 a.m.
Break
11:20 a.m.
–
12 p.m.
Tractable Control for Autoregressive Language Generation
Honghua Zhang (UCLA)
12
–
2 p.m.
Lunch (on your own)
2
–
2:40 p.m.
Approximating the TV Distance Between Two Product Distributions
Weiming Feng (University of Edinburgh)
2:40
–
3:20 p.m.
Utilizing Structure in Combinatorial Solving and Reasoning
Markus Hecher (MIT)
3:20
–
3:50 p.m.
Discussion
3:50
–
4 p.m.
Closing
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