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Research map / Learning theory and algorithms / Combinatorial and search optimization

Guiding CDCL SAT Search via Random Exploration amid Conflict Depression

AAAI 2020 · Learning theory and algorithms › Combinatorial and search optimization · approach: Heuristic and local search algorithms · 5 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
add random exploration (expSAT) to gLCMgLCM · Test Set 1instances solved: 372 -> 379Helped
add random exploration to MplCOMSPSMplCOMSPS · Test Set 1instances solved: 412 -> 428Helped
add random exploration to MplCMMplCM · Test Set 1instances solved: 442 -> 443No clear effect
add random exploration to MplCBTMplCBT · Test Set 1instances solved: 442 -> 451Helped
add random exploration to gLCMgLCM · Test Set 1PAR-2: 4133 -> 4068Helped
add random exploration to MplCOMSPSMplCOMSPS · Test Set 2instances solved: 4 -> 13Helped
add random exploration to MplCBTMplCBT · Test Set 2instances solved: 41 -> 43Helped
add random exploration to gLCMgLCM · Test Set 2instances solved: 7 -> 12Helped
add paramAdapt adaptive parameters to eMplCOMSPS (ablation)eMplCOMSPS · Test Set 1instances solved: 428 -> 417Hurt
add paramAdapt adaptive parameters to eGLCM (ablation)eGLCM · Test Set 1instances solved: 379 -> 380No clear effect
add paramAdapt to eMplCOMSPS (ablation)eMplCOMSPS · Test Set 2instances solved: 13 -> 29Helped
add paramAdapt to eGLCM (ablation)eGLCM · Test Set 2instances solved: 12 -> 21Helped

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