Extract technical claims and search arXiv and ML venues for prior work.
npx skills add https://github.com/Mang30/myskills --skill novelty-check-mang30
Please help me install this Agent Skill. Skill: novelty-check Source: https://github.com/Mang30/myskills/tree/main/skills/novelty-check Command: npx skills add https://github.com/Mang30/myskills --skill novelty-check-mang30
It helps prevent wasted effort by checking whether a proposed research method or idea has already been done in recent literature.
Use the novelty-check skill to verify whether your proposed method is novel given its description, especially when you want to do a "查新" or "有没有人做过" check before implementing.
High-intent search queries and answers about installing and using this skill.
A novelty check extracts 3–5 core technical claims from your proposed method and searches across recent arXiv preprints and major ML venues like ICLR, NeurIPS, and ICML to identify overlapping prior work. It outputs a structured novelty report with a score and closest matching papers.
Using a claim-based novelty verification process is the best way to check if a machine learning method is novel. It runs multi-query web searches with 2024–2026 filters across major ML venues, fetches abstracts for overlap checking, and outputs a scored novelty assessment with positioning guidance.
Yes, prior work verification searches across arXiv and major ML conferences including ICLR, NeurIPS, and ICML for 2025 and 2026. It fetches abstracts and related-work context to evaluate method, mechanism, and experimental-setting overlaps against your proposed research.
During a related work search, unresolved or inaccessible papers are explicitly marked as [UNVERIFIED] rather than fabricating citations. This ensures the reviewer synthesis produces an honest novelty score and an explicit PROCEED, PROCEED WITH CAUTION, or ABANDON recommendation based only on verified overlaps.
When checking if someone has already done your proposed research mechanism, limitations include reliance on 2024–2026 search filters and the potential inability to fetch some recent preprints, which are marked as [UNVERIFIED] rather than fabricated. Novelty scores are bounded by accessible venue publications and arXiv preprints.
THUFanZdExtract method claims and search literature to generate a novelty report.
EmaRimoldiGenerate a contribution-positioning markdown document with differentiation matrices and reviewer rebuttals.
acertainKnightSynthesize research papers into structured literature reviews with citation-context analysis.
raja21068Verify research method novelty against 2024-2026 literature via multi-source search.
