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

Making Translations to Classical Planning Competitive with Other HTN Planners

AAAI 2022 · Learning theory and algorithms › Combinatorial and search optimization · approach: Classical and HTN planning · 10 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Add 2-Regularisation to HTN2SAS (ablation)HTN2SAS on IPC 2020 TO-HTN · IPC 2020 TO-HTN benchmark setcoverage: 567 vs 594Helped
Add method compression to HTN2SAS (ablation)HTN2SAS on IPC 2020 TO-HTN · IPC 2020 TO-HTN benchmark setcoverage: 567 vs 632Helped
Add both 2-Regularisation and method compression (ablation)HTN2SAS on IPC 2020 TO-HTN · IPC 2020 TO-HTN benchmark setcoverage: 567 vs 712Helped
Add 2-Regularisation to HTN2SAS (ablation)HTN2SAS on IPC 2020 TO-HTN · IPC 2020 TO-HTN benchmark setIPC score: 8.3 vs 11.0Helped
Add method compression to HTN2SAS (ablation)HTN2SAS on IPC 2020 TO-HTN · IPC 2020 TO-HTN benchmark setIPC score: 8.3 vs 11.7Helped
Add both 2-Regularisation and method compression (ablation)HTN2SAS on IPC 2020 TO-HTN · IPC 2020 TO-HTN benchmark setcoverage: 712Helped
Ground the HTN model before translating instead of translating the lifted modelHTN2SAS versus HTN2STRIPS · IPC 2020 TO-HTN benchmark setIPC score: 8.3 vs 8.8Helped
Use the Push encoding instead of the Base encoding (ablation)HTN2SAS on IPC 2020 PO-HTN · IPC 2020 PO-HTN benchmark setcoverage: 78 vs 105Helped
Use the parallel-sequences encoding where applicable instead of Push (ablation)HTN2SAS on IPC 2020 PO-HTN · IPC 2020 PO-HTN benchmark setIPC score: 3.0 to 3.4Helped
Replace the Push encoding with the parallel-sequences encoding (ablation)HTN2SAS on IPC 2020 PO-HTN · IPC 2020 PO-HTN benchmark setcoverage: 105 vs 100Hurt
Use the parallel-sequences encoding only when the instance has that structure; otherwise use Push (ablation)HTN2SAS on IPC 2020 PO-HTN · IPC 2020 PO-HTN benchmark setcoverage: 75 vs 105Helped

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