ablation-planner

Design ablation plans that isolate component contributions for paper submissions.

1|Updated Mar 26, 2026

Search Tags:#reproducibility #planner #ablation #experimental-design #paper-submission #reviewer-perspective

Ready to run

npx skills add https://github.com/Lingrongye/federated-learning --skill ablation-planner-lingrongye

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: ablation-planner
Source: https://github.com/Lingrongye/federated-learning/tree/main/Auto-claude-code-research-in-sleep/skills/ablation-planner
Command: npx skills add https://github.com/Lingrongye/federated-learning --skill ablation-planner-lingrongye

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps researchers systematically design ablation studies to answer reviewer questions and strengthen paper submissions. It guides the planning, feasibility assessment, and implementation review of ablations from a reviewer perspective.

Core Features & Use Cases

Systematic ablation design: generate targeted experiments that isolate the contribution of each component.
Feasibility assessment: evaluate implementation practicality and resource requirements before running experiments.
Traceable reporting: align ablations with claims and document results for reproducibility and submission.

Quick Start

Provide a complete ablation plan for the current method outlining components to test, expected outcomes, and run-order guidance.

Frequently Asked Questions about ablation-planner

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

FAQPage Schema

How do I design an ablation study to address reviewer questions about my paper?▼

Plan ablations by specifying the scope, components to ablate, and expected outcomes while prioritizing config-only changes first. This generates targeted experiments that isolate component contributions and align evidence with paper claims for reproducibility.

What is the best way to plan ablation experiments for a research paper submission?▼

The best way to plan ablation experiments is to generate targeted tests that isolate component contributions, assess implementation practicality, and document results for reproducibility. Prioritizing config-only changes first ensures efficient evidence-building aligned with reviewer expectations.

How do I assess the feasibility of ablation studies before running experiments?▼

Assess ablation feasibility by evaluating implementation practicality and resource requirements prior to execution. This planning stage evaluates whether proposed config-only changes and component ablations can realistically demonstrate the claims within your paper submission constraints.

Can I use ablation planning to isolate the contribution of specific method components?▼

Yes, ablation planning isolates specific method components by systematically designing targeted experiments that remove or modify individual parts. This specifies the scope of each component to ablate and documents the expected outcomes to validate their individual contributions.

Do I need to document ablation results for reproducibility during paper review?▼

Yes, documenting ablation results is required for reproducibility during paper review. Traceable reporting aligns ablation outcomes with your original claims, providing reviewers with the evidence needed to validate your method's feasibility and component contributions.