Research map / Learning theory and algorithms / Combinatorial and search optimization
Symmetric Component Caching for Model Counting on Combinatorial Instances
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add symmetric component caching to GANAK | GANAK · 212 combinatorial instances | PAR-2 score: 0.87× that of GANAK | Helped |
| Add symmetric component caching to GANAK | GANAK · 212 combinatorial instances | instances solved: 16 more instances | Helped |
| Use symmetric component caching | GANAK · Instances solved by both counters | average component size per cache hit: 58.2 -> 79.7 | Helped |
| Use symmetric component caching | GANAK · Instances solved by both counters | mean decisions: 1.4 million -> 302 000 | Helped |
| Use VSADS variable selection instead of CSVSADS or ICSVSADS (ablation) | SYMGANAK · 212 combinatorial instances | runtime: VSADS, CSVSADS and ICSVSADS was found to be the most effective heuristic in 34, 16 and 12 instances respectively | Mixed |
| Use ICSVSADS variable selection instead of CSVSADS (ablation) | SYMGANAK · 212 combinatorial instances | runtime: same performance | No clear effect |
| Use ICSVSADS variable selection instead of CSVSADS (ablation) | SYMGANAK · 212 combinatorial instances | decisions: 181 000 vs 149 000 | Helped |
Closest papers by meaning
- Towards Projected and Incremental Pseudo-Boolean Model Counting (AAAI 2025 · similarity 0.88)
- Model Counting and Sampling via Semiring Extensions (AAAI 2024 · similarity 0.87)
- Towards Real-Time Approximate Counting (AAAI 2025 · similarity 0.86)
- Engineering an Exact Pseudo-Boolean Model Counter (AAAI 2024 · similarity 0.86)
- Disjoint Partial Enumeration without Blocking Clauses (AAAI 2024 · similarity 0.85)
- Auditable Algorithms for Approximate Model Counting (AAAI 2024 · similarity 0.85)
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