Generate targeted ablation plans for machine learning method components.
npx skills add https://github.com/xqinag/ARIS-new --skill ablation-planner-xqinag
Please help me install this Agent Skill. Skill: ablation-planner Source: https://github.com/xqinag/ARIS-new/tree/main/skills/skills-codex/ablation-planner Command: npx skills add https://github.com/xqinag/ARIS-new --skill ablation-planner-xqinag
Systematically design ablation studies to answer reviewer questions about a method's components, helping researchers validate claims and strengthen submissions.
Provide your method description and current results to generate an actionable ablation plan.
High-intent search queries and answers about installing and using this skill.
Designing ablation studies for reviewers requires isolating core machine learning components and hyperparameters. This Skill generates a targeted ablation plan detailing experiment names, expected effects, priority rankings, and compute estimates to validate manuscript claims.
Structuring component-level ablations requires explicit experiment names, tested components, expected effects, and coverage metrics. This Skill outputs a structured ablation plan artifact designed for direct integration into EXPERIMENT_LOG.md and project notes.
Generating an ablation plan requires manuscript results that pass a result-to-claim check. This Skill operates strictly in contexts where results pass this validation and reviewers explicitly request ablation studies.
Estimating compute requirements for hyperparameter ablations requires evaluating feasibility and component contributions. This Skill generates compute estimates and implementation guidance, producing a structured plan ready for local execution.
Generating a targeted ablation plan requires providing your machine learning method description and current results. The Skill identifies core components and outputs a structured ablation plan with priority, coverage, and compute estimates.
goupup-aiConvert ML experiment plans into runnable code, GPU jobs, and initial results.
Ocean326Design compute-aware AI experiment plans with baselines, metrics, and ablation matrices.
satsuki-64Designs ablation studies with defined tests, expected outcomes, and run order.
tqLi99Generate structured ablation study plans with run order and compute estimates.
