Research map / Learning theory and algorithms / Combinatorial and search optimization
Bidirectional Search That Is Guaranteed to Meet in the Middle
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| remove the 2g term from MM's node priority (MM-2g) (ablation) | MM · 10-Pancake, GAP-3, C*=10 | nodes expanded: 7,507 -> 106,539 | Hurt |
| remove the 2g term from MM's node priority (MM-2g) (ablation) | MM · 10-Pancake, GAP-2, C*=10 | nodes expanded: 6,723 -> 39,453 | Hurt |
| remove the 2g term from MM's node priority (MM-2g) (ablation) | MM · 10-Pancake, GAP, C*=10 | nodes expanded: 165 -> 165 | No clear effect |
| add a non-zero inaccurate heuristic to bidirectional brute-force search (MM0 -> MM) | MM0 · 10-Pancake, GAP-2, C*=10 | nodes expanded: 5,551 -> 6,723 | Hurt |
| add the GAP-1 heuristic to bidirectional brute-force search (MM0 -> MM) | MM0 · 10-Pancake, GAP-1, C*=10 | nodes expanded: 5,551 -> 2,448 | Helped |
| use MM instead of IDA* with h1997 | Rubik's Cube search · Rubik's Cube instance #10 (h1997) | nodes expanded: 70.3B -> 4.25B | Helped |
| use MM instead of MM0 with h1997 | bidirectional search · Rubik's Cube, easy (d=17) vs hard (d=18) instances | nodes expanded: 2.88B -> 4.25B (instance #10) | Mixed |
| use MM instead of IDA* with accurate h888 | Rubik's Cube search · Rubik's Cube instances #1 vs #9 (h888) | nodes expanded: 18.7M vs 96.0M (#1); 5.13B vs 2.87B (#9) | Mixed |
| use MM0 instead of Uni-BS | brute-force search · 10-Pancake, C*=10 | nodes expanded: 1,743,548 -> 5,551 | Helped |
Closest papers by meaning
- A Unifying View on Individual Bounds and Heuristic Inaccuracies in Bidirectional Search (AAAI 2020 · similarity 0.91)
- Enriching Non-Parametric Bidirectional Search Algorithms (AAAI 2019 · similarity 0.89)
- Anchor Search: A Unified Framework for Suboptimal Bidirectional Search (AAAI 2025 · similarity 0.88)
- Rectangle Search: An Anytime Beam Search (AAAI 2024 · similarity 0.84)
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