Maximum Satisfiability

Also known as MaxSAT

Overview

Maximum Satisfiability extends SAT from deciding whether all Boolean constraints can hold to finding an assignment that satisfies the largest number or total weight of clauses, often while preserving hard constraints. Solvers use branch-and-bound and SAT-based core-guided methods, alongside local search and reductions that encode other optimization problems as weighted MaxSAT. These methods support scheduling and configuration as well as structured reasoning and explanations, and are tested on crafted and industrial benchmark instances. A central challenge is balancing scalability with proof of optimality: the strongest solver family can depend on the problem’s structure and encoding.

Latest papers

CardsList

10 papers0 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. Signed p-adic Residual Encodings of Finite-Domain All-Different Systems with a Sudoku Case Study

    Sep 13, 2026Greg BakerConstraint SatisfactionSign-Based Optimization

  2. Maximum Satisfiability of Simple Temporal Problems

    Jul 26, 2026Johannes K. Fichte, Johanna Groven, Peter Jonsson +2Temporal ReasoningParameterized Complexity

  3. MaxSAT-Based Feedback for Guiding Vision-Language Models in Sudoku

    Jul 14, 2026Pedro Orvalho, Guillem Alenyà, Felip ManyàVision-Language ModelsSudoku Solving

  4. Modal CEGAR-tableaux with RECAR and resolution-based SAT-shortcuts

    Jun 30, 2026Rajeev Goré, Cormac KikkertAutomated Theorem ProvingCounterexample-Guided Refinement

  5. Reliable Reasoning with Large Language Models via Preference-Based Maximum Satisfiability

    May 28, 2026Pedro Orvalho, Marta Kwiatkowska, Guillem Alenyà +1Large Language Model-Guided OptimizationLLM-Based Program Synthesis

  6. Optimal Counterfactual Search in Tree Ensembles: A Study Across Modeling and Solution Paradigms

    May 7, 2026Awa Khouna, Youssouf Emine, Julien Ferry +1Counterfactual ExplanationsMixed-Integer Linear Programming

  7. Are You the A-hole? A Fair, Multi-Perspective Ethical Reasoning Framework

    Apr 30, 2026Sheza Munir, Ahanaf Rodoshi, Sumin Lee +3Annotator DisagreementNeuro-Symbolic Reasoning

  8. A general optimization solver based on OP-to-MaxSAT reduction

    Apr 23, 2026Yuxin Zhao, Han Huang, Zhifeng HaoCombinatorial OptimizationMaximum Satisfiability