activity
20102024
most citedDiscovering Cyclic Causal Models with Latent Variables: A General SAT-Based Procedure

36 citations · 103 across the 11 of their papers we have counts for

collaborators

13 papers

cs.AI2024

Certified MaxSAT Preprocessing

Hannes Ihalainen, Andy Oertel, Yong Kiam Tan +3

Building on the progress in Boolean satisfiability (SAT) solving over the last decades, maximum satisfiability (MaxSAT) has become a viable approach for solving NP-hard optimizatio…

cs.AI2023★ 2 cited

SharpSAT-TD in Model Counting Competitions 2021-2023

Tuukka Korhonen, Matti Järvisalo

We describe SharpSAT-TD, our submission to the unweighted and weighted tracks of the Model Counting Competition in 2021-2023, which has won in total first places in different t…

cs.AI2021

Harnessing Incremental Answer Set Solving for Reasoning in Assumption-Based Argumentation

Tuomo Lehtonen, Johannes P. Wallner, Matti Järvisalo

Assumption-based argumentation (ABA) is a central structured argumentation formalism. As shown recently, answer set programming (ASP) enables efficiently solving NP-hard reasoning…

cs.AI2020★ 1 cited

A Journey into Ontology Approximation: From Non-Horn to Horn

Anneke Haga, Carsten Lutz, Johannes Marti +1

We study complete approximations of an ontology formulated in a non-Horn description logic (DL) such as in a Horn DL such as~. We provide concrete app…

cs.LO2018

Cautious reasoning in ASP via minimal models and unsatisfiable cores

Mario Alviano, Carmine Dodaro, Matti Järvisalo +2

Answer Set Programming (ASP) is a logic-based knowledge representation framework, supporting---among other reasoning modes---the central task of query answering. In the proposition…

cs.AI2016

Bayesian Network Structure Learning with Integer Programming: Polytopes, Facets, and Complexity

James Cussens, Matti Järvisalo, Janne H. Korhonen +1

The challenging task of learning structures of probabilistic graphical models is an important problem within modern AI research. Recent years have witnessed several major algorithm…

cs.AI2016★ 12 cited

Causal Discovery from Subsampled Time Series Data by Constraint Optimization

Antti Hyttinen, Sergey Plis, Matti Järvisalo +2

This paper focuses on causal structure estimation from time series data in which measurements are obtained at a coarser timescale than the causal timescale of the underlying system…

cs.AI2013★ 36 cited

Discovering Cyclic Causal Models with Latent Variables: A General SAT-Based Procedure

Antti Hyttinen, Patrik O. Hoyer, Frederick Eberhardt +1

We present a very general approach to learning the structure of causal models based on d-separation constraints, obtained from any given set of overlapping passive observational or…

cs.CC2013

Separating OR, SUM, and XOR Circuits

Magnus Find, Mika Göös, Matti Järvisalo +3

Given a boolean n by n matrix A we consider arithmetic circuits for computing the transformation x->Ax over different semirings. Namely, we study three circuit models: monotone OR-…

cs.DC2013★ 21 cited

Synchronous Counting and Computational Algorithm Design

Danny Dolev, Keijo Heljanko, Matti Järvisalo +5

Consider a complete communication network on nodes, each of which is a state machine. In synchronous 2-counting, the nodes receive a common clock pulse and they have to agree o…

cs.DC2012★ 31 cited

Weak Models of Distributed Computing, with Connections to Modal Logic

Lauri Hella, Matti Järvisalo, Antti Kuusisto +5

This work presents a classification of weak models of distributed computing. We focus on deterministic distributed algorithms, and study models of computing that are weaker version…

cs.AI2011

Structure-Based Local Search Heuristics for Circuit-Level Boolean Satisfiability

Anton Belov, Matti Järvisalo

This work focuses on improving state-of-the-art in stochastic local search (SLS) for solving Boolean satisfiability (SAT) instances arising from real-world industrial SAT applicati…

cs.LO2010

Covered Clause Elimination

Marijn Heule, Matti Järvisalo, Armin Biere

Generalizing the novel clause elimination procedures developed in [M. Heule, M. Järvisalo, and A. Biere. Clause elimination procedures for CNF formulas. In Proc. LPAR-17, volume 63…