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ablation-planner

Design ablation studies for paper claims with component removals and hyperparameter sweeps.

38|3|Updated May 7, 2026
Search Tags:#planning#feasibility#experimentation#ablation#experimental-design#paper-submission#reviewer-perspective
One-click install
npx skills add https://github.com/Chanw-research/claude-code-paper-writing --skill ablation-planner-chanw-research
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ablation-planner
Source: https://github.com/Chanw-research/claude-code-paper-writing/tree/main/skills/data-analysis/ablation-planner
Command: npx skills add https://github.com/Chanw-research/claude-code-paper-writing --skill ablation-planner-chanw-research

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This tool helps researchers systematically plan and document ablation studies to defend paper claims, aligning experiments with reviewer expectations and publication requirements.

Core Features & Use Cases

  • Automated ablation design: generate component-level changes to isolate contributions and test claims.
  • Feasibility review: CC assesses practicality and implements approved plans.
  • Documentation integration: results and plans are tracked in the project notes (e.g., EXPERIMENT_LOG.md) for auditability and reproducibility.
  • Use Case: When main results are ready and reviewers request ablations, provide a structured set of ablations and a run plan.

Quick Start

Start by summarizing your method, current results, and claims, then request a concrete ablation plan.

Frequently Asked Questions about ablation-planner

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I plan ablation studies for a paper submission?▼

You can design ablation studies by summarizing your method, current results, and claims to generate component-level changes, replacements, and hyperparameter sweeps that isolate contributions and validate claims from a reviewer perspective.

What is ablation study design in experimental research?▼

Ablation study design is the systematic process of removing or replacing components to isolate their contributions, ensuring main results pass claim-to-result criteria and withstand reviewer scrutiny during paper submission.

How do I check the feasibility of an experimental design before running it?▼

Check experimental design feasibility by conducting a reviewer-oriented practicality assessment, prioritizing config-only changes where possible to efficiently validate and implement approved ablation plans.

Does this approach support tracking ablation experiments in an EXPERIMENT_LOG.md file?▼

Yes, ablation plans and results can be documented and tracked in an EXPERIMENT_LOG.md file, providing auditability and reproducibility for reviewer questions and publication requirements.

When do I need to run component removals and hyperparameter sweeps for a paper?▼

You need component removals and hyperparameter sweeps when main results pass claim-to-result criteria and you require structured ablations to defend paper claims against reviewer questions before submission.

What is the best way to design experiments that address reviewer expectations?▼

Design experiments addressing reviewer expectations by planning rigorous ablation studies from a reviewer perspective, validating claims through systematic component removals and replacements documented for auditability.

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