wanshuiyin/Auto-claude-code-research-in-sleep✦ 精选0°

experiment-plan

仓库创建 2026年3月10日最近提交 5 天前SkillHot 收录 20 天前

▸ 精选理由

生成面向论文的可执行实验路线与预算估算

这个 Skill 做什么

将方法想法转为论文级的实验路线与评估协议。

把成熟的方法想法变成论文级的实验路线：列出对照组、ablation 矩阵、评估协议、运行顺序和算力预算，确保能支撑核心结论。用在准备科研验证、投稿或要严格证明新方法（包括 LLM/VLM/Diffusion/RL 等）有效时。特点是面向可重复、可度量的验证流程，把模糊的研究想法拆成可执行的实验清单。

▸ 展开 SKILL.md 英文原文

Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty, simplicity, and any LLM / VLM / Diffusion / RL-based contribution.

研究检索实验设计消融矩阵评估方案通用

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安装 / 使用

给你的 Agent 一句话（通用）

帮我安装这个 skill：https://raw.githubusercontent.com/wanshuiyin/Auto-claude-code-research-in-sleep/main/skills/experiment-plan/SKILL.md

或 curl 直取 SKILL.md

curl -fsSL "https://raw.githubusercontent.com/wanshuiyin/Auto-claude-code-research-in-sleep/main/skills/experiment-plan/SKILL.md"

SKILL.MD 节选查看完整文件 ↗

# Experiment Plan: Claim-Driven, Paper-Oriented Validation

Refine and concretize: **$ARGUMENTS**

## Overview

Use this skill after the method is stable enough that the next question becomes: **what exact experiments should we run, in what order, to defend the paper?** If the user wants the full chain in one request, prefer `/research-refine-pipeline`.

The goal is not to generate a giant benchmark wishlist. The goal is to turn a proposal into a **claim -> evidence -> run order** roadmap that supports four things:

1. the method actually solves the anchored problem
2. the dominant contribution is real and focused
3. the method is elegant enough that extra complexity is unnecessary
4. any fr

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