~/talk

Structure-guided Local Improvement for Maximum Satisfiability

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Presents a method that iteratively extracts tiny subinstances by growing a frontier from unsatisfied soft clauses on the primal graph expansion, fixes the rest as assumptions, and hands each local problem to a complete solver (experiment uses MaxHS-in-loop) to seek local improvements. Benchmarks show more instances improved than standard LNS—especially weighted cases—and gains grow with longer runs, though average score sometimes trails the best incomplete solver; main bottleneck is repeatedly instantiating subcalls instead of using incremental MaxSAT.

AI-written summary · about

  1. 0:00Start
  2. 1:32SAT-based Local Improvement (SLIM)
  3. 3:24SLIM for MaxSAT Local Instances
  4. 4:35Example
  5. 5:27Primal Graph
  6. 17:43Conclusion
  7. 18:32Open Questions
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