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Step‑by‑step approach to create a reasonable ablation study plan
Method Help
Poorly‑designed ablation studies waste computing resources and deliver limited insight. Many new researchers struggle to decide which components should be ablated. What systematic thinking guides your ablation experiment planning?
Lihua Su, Lei Zhao and 73 others6 Comments-
First define your core claim; every ablation should directly test one part of that claim.
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Ablate one variable at a time whenever feasible.
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Avoid combinatorial explosion of too many simultaneous changed factors.
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Keep simple baseline conditions for comparison against all ablated variants.
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Document why you chose each ablated component in lab notes before running experiments.
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Do not run ablations just for the sake of adding more figures to your paper.
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