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Chumin Li

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Conference Open access Sep 2026

Weight-Aware Branch-and-Bound for Weighted Maximum Satisfiability

The Weighted Partial MaxSAT (WPMS) problem requires finding an assignment that satisfies all hard clauses while maximizing the total weight of satisfied soft clauses. From a computational perspective, WPMS is not merely an extension of the uniform-weight Partial MaxSAT (PMS); rather, it requires search strategies that...

Jialu Zhang, Chumin Li, Sami Cherif et al. · 0 citations
Conference Open access Sep 2026

ULE-MWC: An UnLocking-Enhanced Lookahead Framework for Exact Maximum Weight Clique Search

The Maximum Weight Clique Problem (MWCP) is NP-hard and is typically solved exactly within a Branch-and-Bound (BnB) framework, where the quality of upper bounds critically determines the pruning efficiency. Recent solvers enhance independent-set-based bounds using MaxSAT reasoning. However, their effectiveness is limit...

Mingming Jin, Chumin Li, Kun He · 0 citations
Conference Open access Sep 2026

Bridging LLMs and SAT Solving: Automated Evolution of High-Performance Heuristics

This paper introduces AESAT (Auto-Evolving SAT solving), a novel neuro-symbolic framework designed to automatically evolve and optimize the heuristic functions of SAT solvers, and represents the first time an LLM-enhanced solver has dominated the world's premier SAT competition.

Mao Luo, Hang Ding, Chumin Li et al. · 0 citations

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