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PEA*+IDA*: An Improved Hybrid Memory-Restricted Algorithm

AAAI 2022 · Learning theory and algorithms › Combinatorial and search optimization · approach: Heuristic and local search algorithms · 2 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Replace A* with PEA* in the first phaseA*+IDA* hybrid · IPC STRIPS tasks, 10% memory limitcoverage: 247 -> 249Helped
Replace A* with PEA* in the first phaseA*+IDA* hybrid · IPC STRIPS tasks, 50% memory limitcoverage: 267 -> 306Helped
Replace A* with PEA* in the first phaseA*+IDA* hybrid · IPC STRIPS tasks, 90% memory limitcoverage: 275 -> 318Helped
Replace A* with PEA* in the first phaseA*+IDA* hybrid · IPC STRIPS tasks, 10% memory limitexpansions: 149,628.33 -> 132,823.20Helped
Replace A* with PEA* in the first phaseA*+IDA* hybrid · IPC STRIPS tasks, 50% memory limitexpansions: 40,284.94 -> 7,815.38Helped
Replace A* with PEA* in the first phaseA*+IDA* hybrid · IPC STRIPS tasks, 90% memory limitexpansions: 23,554.71 -> 7,133.72Helped
Raise A*+IDA* Open nodes' F-values to F↑ before the IDA* phase (ablation)A*+IDA* · IPC STRIPS tasks, 10% memory limitIDA* phase expansions: 145,201.08 -> 73,442.10Helped
Raise A*+IDA* Open nodes' F-values to F↑ before the IDA* phase (ablation)A*+IDA* · IPC STRIPS tasks, 50% memory limitIDA* phase expansions: 30,306.27 -> 220.13Helped
Raise A*+IDA* Open nodes' F-values to F↑ before the IDA* phase (ablation)A*+IDA* · IPC STRIPS tasks, 90% memory limitIDA* phase expansions: 8,093.42 -> 60.60Helped
Use PEA*'s Open composition rather than A*'s composition (ablation)Hybrid memory-restricted search · IPC STRIPS tasks, 10% memory limitIDA* phase expansions: A*+IDA*↑ has 73,442.10; PEA*+IDA* has 35,506.81Helped
Use PEA*'s Open composition rather than A*'s composition (ablation)Hybrid memory-restricted search · IPC STRIPS tasks, 50% memory limitIDA* phase expansions: A*+IDA*↑ has 220.13; PEA*+IDA* has 3.29Helped
Use PEA*'s Open composition rather than A*'s composition (ablation)Hybrid memory-restricted search · IPC STRIPS tasks, 90% memory limitIDA* phase expansions: A*+IDA*↑ has 60.60; PEA*+IDA* has 0.47Helped

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