Tractable circuits in database theory

A Amarilli, F Capelli - ACM SIGMOD Record, 2024 - dl.acm.org
This work reviews how database theory uses tractable circuit classes from knowledge
compilation. We present relevant query evaluation tasks, and notions of tractable circuits …

Rushing and strolling among answer sets–navigation made easy

JK Fichte, SA Gaggl, D Rusovac - … of the AAAI Conference on Artificial …, 2022 - ojs.aaai.org
Answer set programming (ASP) is a popular declarative programming paradigm with a wide
range of applications in artificial intelligence. Oftentimes, when modeling an AI problem with …

On Lower Bounding Minimal Model Count

M Kabir, KS Meel - arXiv preprint arXiv:2407.09744, 2024 - arxiv.org
Minimal models of a Boolean formula play a pivotal role in various reasoning tasks. While
previous research has primarily focused on qualitative analysis over minimal models; our …

Efficient knowledge compilation beyond weighted model counting

R Kiesel, P Totis, A Kimmig - Theory and Practice of Logic …, 2022 - cambridge.org
Quantitative extensions of logic programming often require the solution of so called second
level inference tasks, that is, problems that involve a third operation, such as maximization or …

Proofs for propositional model counting

JK Fichte, M Hecher, V Roland - 25th International Conference on …, 2022 - drops.dagstuhl.de
Although propositional model counting (# SAT) was long considered too hard to be practical,
today's highly efficient solvers facilitate applications in probabilistic reasoning, reliability …

Solving Satisfiability Modulo Counting for Symbolic and Statistical AI Integration with Provable Guarantees

J Li, N Jiang, Y Xue - Proceedings of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
Satisfiability Modulo Counting (SMC) encompasses problems that require both symbolic
decision-making and statistical reasoning. Its general formulation captures many real-world …

Knowledge compilation and more with SharpSAT-TD

R Kiesel, T Eiter - … of the International Conference on Principles …, 2023 - proceedings.kr.org
SharpSAT-TD is a recently published exact model counter that performed exceptionally well
in the recent editions of the Model Counting Competition (https://mccompetition. org/) …

Configuring BDD compilation techniques for feature models

C Dubslaff, N Husung, N Käfer - … of the 28th ACM International Systems …, 2024 - dl.acm.org
The compilation of feature models into binary decision diagrams (BDDs) is a major
challenge in the area of configurable systems analysis. Many large-scale feature models …

The relative strength of# sat proof systems

O Beyersdorff, JK Fichte, M Hecher… - … on Theory and …, 2024 - drops.dagstuhl.de
The propositional model counting problem# SAT asks to compute the number of satisfying
assignments for a given propositional formula. Recently, three# SAT proof systems kcps …

Model counting in the wild

A Shaw, KS Meel - arXiv preprint arXiv:2408.07059, 2024 - arxiv.org
Model counting is a fundamental problem in automated reasoning with applications in
probabilistic inference, network reliability, neural network verification, and more. Although …