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Agent skill

Cvpr Related Work

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when building the related-work section and positioning for a CVPR paper, covering literature that moves at arXiv speed, concurrent-work etiquette, the CVPR/ICCV/ECCV sibling…

MITAuto-check passedResearch & Science

Install Cvpr Related Work

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cvpr-related-work -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills cvpr-related-work --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/CVPR-Skills/skills/cvpr-related-work .claude/skills/cvpr-related-work && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
cvpr-related-work
GitHub stars
1.2k
Token cost
~1.7k tokens
SKILL.md length
846 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when building the related-work section and positioning for a CVPR paper, covering literature that moves at arXiv speed, concurrent-work etiquette, the CVPR/ICCV/ECCV sibling…

  • Building the related-work section and positioning for a CVPR paper
  • SKILL.md covers Five shelves to cover, Concurrent work, CVPR norms, Double-blind self-citation and Cite the version of record,…, plus 5 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Covering literature that moves at arXiv speed

What it does

Cvpr Related Work is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building the related-work section and positioning for a CVPR paper, covering literature that moves at arXiv speed, concurrent-work etiquette, the CVPR/ICCV/ECCV sibling triangle, double-blind self-citation, verifying that cited "CVPR papers" are actually CVPR papers, and defining deltas against the true nearest neighbors.

Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Research & Science, covering Literature review, Academic paper search and Citation management. It works with arXiv. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.

When your agent uses it

  • Building the related-work section and positioning for a CVPR paper
  • Covering literature that moves at arXiv speed
  • Concurrent-work etiquette
  • The CVPR/ICCV/ECCV sibling triangle

Example prompts

  • “CVPR papers”
  • “/cvpr-related-work”

What it can do on your machine

Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Cvpr Related Work loads about 1.7k tokens when it runs. Until then it costs about 88 tokens; SKILL.md has 846 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~88
When it runs · the whole SKILL.md, loaded when a task matches
~1.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 846 words, ~1,719 tokens.

Download SKILL.mdSave it as .claude/skills/cvpr-related-work/SKILL.md (or your agent's skills folder).
name
cvpr-related-work
description
Use when building the related-work section and positioning for a CVPR paper, covering literature that moves at arXiv speed, concurrent-work etiquette, the CVPR/ICCV/ECCV sibling triangle, double-blind self-citation, verifying that cited "CVPR papers" are actually CVPR papers, and defining deltas against the true nearest neighbors.

At CVPR the related-work problem is not scarcity but velocity: the field's literature updates weekly on arXiv, the venue itself accepted 4,090 papers in the 2026 edition alone, and reviewers are drawn from a 25,000-person pool that includes the authors of whatever you forgot to cite. Position precisely or be positioned by Reviewer 2.

Five shelves to cover

ShelfWhat reviewers checkFailure smell
Canonical lineageThe 2–3 ancestors of your method familyReinventing a 2019 module under a new name
Current SOTAThe methods atop your benchmark's leaderboard nowComparing only against year-old baselines
Nearest neighborsThe 2–3 papers a hostile reviewer calls "the same"No explicit delta stated
Cross-venue siblingsICCV/ECCV/NeurIPS/WACV/3DV/SIGGRAPH work on the taskTreating CVPR citations as the whole field
Concurrent arXivPreprints within a few months of the deadlinePretending they don't exist

The nearest-neighbor shelf deserves half the section's words. For each: one sentence of credit, one sentence of mechanism difference, one sentence of consequence ("because [24] rebuilds the volume per frame, it cannot run online; we amortize it"). A delta stated in mechanisms survives review; a delta stated in adjectives does not.

Concurrent work, CVPR norms

With a November deadline and instant preprinting, collisions are routine. The working etiquette: preprints appearing close to or after the deadline are concurrent — cite them once you know of them, in a short "concurrent work" note, without being obligated to outperform them. Two cautions. First, do not use concurrency as a shield for work that predates your submission by months. Second, during the rebuttal you may be pointed at a "missing comparison" that is actually concurrent — answer with dates, calmly, not with indignation.

Double-blind self-citation

CVPR requires citing your own lineage in the third person ("[12] proposed…"), never omitting it — a hole where your prior paper should be identifies you as effectively as a name. Because arXiv posting is legal during review (verified 2026 policy), reviewers may suspect who you are; your job is only to avoid confirming it in the text: no "our previous work [12]", no shared project-page naming, no acknowledgements.

Cite the version of record, and verify the venue

Vision bibliographies rot in a specific way: a paper gets cited as "arXiv 2024" forever after it appeared at CVPR 2025, or gets attributed to CVPR when it was ECCV (NeRF is ECCV 2020; Mask R-CNN and Segment Anything are ICCV; ViT is ICLR). Before the deadline, reconcile the .bib against dblp or the CVF open-access index:

bash
# Bibliography hygiene pass
grep -c '@' refs.bib                                    # how big is the problem
grep -A2 'archivePrefix\|eprint' refs.bib | grep -B2 '20(1|2)[0-9]' | head
# → for each arXiv-only entry older than ~1 year, check dblp for the published venue
grep -in 'cvpr\|iccv\|eccv' refs.bib | awk -F: '{print $1}' | head
# → spot-check 5 random "CVPR" entries on openaccess.thecvf.com before trusting them

Fabricated or wrong citations carry venue-level risk: the verified 2026 author policy makes citations of non-existent material grounds for rejection, without an LLM excuse. Machine-suggested BibTeX gets the same verification as machine-written prose.

Show full SKILL.md (398 more words)Show less

A positioning paragraph that does its job

The shape worth copying — question, lanes, deltas, gap — in a fictional example:

How do prior trackers survive long occlusions? Motion-memory methods [3, 17] extend Kalman gates over time, but the gate widens until identity switches dominate beyond ~30 frames. Re-identification banks [8, 24] match appearance on re-entry, yet require high-confidence detections that occlusion exits rarely produce. Query propagation [11] carries identity implicitly but only within the training clip length. None maintains identity through occlusions longer than the model's temporal horizon — the setting we target.

Four sentences, three lanes, each with a mechanism and a failure, ending in the gap the paper fills. A reviewer can disagree with the gap, but cannot say the authors don't know the field — which is the section's actual job.

Sizing and placement

Related work at CVPR is conventionally ~0.5–0.75 of the 8 inclusive pages, either as Section 2 or woven into the intro when space is desperate. Organize by question ("How do prior methods obtain temporal consistency?") rather than by laundry-listed subfield headers; end each paragraph with the sentence that turns the survey into an argument: what remains unsolved that your method solves.

Related work re-opens in January. When a review says "not novel, see [X]":

  • If [X] genuinely differs, answer with the mechanism delta in two sentences — never with "we are the first," which invites counterexamples.
  • If [X] is concurrent (post-deadline or within the courtesy window), say so with dates and offer a camera-ready citation.
  • If [X] actually anticipates you, the honest play is scoping the claim down in the rebuttal rather than defending the indefensible; ACs read the exchange, and a calibrated concession on novelty can coexist with acceptance when the execution and analysis carry weight.
  • If [X] does not exist (LLM-flavored reviews hallucinate citations too), report it to the AC via the confidential channel with your search evidence — see cvpr-review-process.

Reverify each cycle

  • The current cycle's guidance to reviewers about very recent/concurrent work (the courtesy window is convention, not published law — treat cut-off claims as 待核实).
  • Whether citation-format rules changed in the author kit.
  • Leaderboard state on your benchmarks in the month before the deadline — SOTA claims age in weeks at this venue.
  • The venue's own accepted-paper lists (CVF open access posts them around the conference) for late-breaking nearest neighbors your reviewers will have seen.

Output format

text
[Coverage] shelves complete: lineage / SOTA / neighbors / cross-venue / concurrent
[Nearest neighbors] <paper → mechanism delta → consequence> ×3
[Concurrent notes] <preprints + dates>
[Self-citation] third-person clean: yes/no
[Bib hygiene] arXiv-only entries checked: <n>; venue misattributions fixed: <n>
[Gaps] <missing comparisons a reviewer will name>

© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in CVPR-Skills/skills/cvpr-related-work of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Cvpr Related Work next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Cvpr Related Work compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cvpr Related Work this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.7kAutomated safety check: PassMIT
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT
Systematic Literature Review Builderbytedance/deer-flow84k2 repos~4.3kAutomated safety check: PassMIT
Paper Research on arXivXiaomiMiMo/MiMo-Code14k—~1.5kAutomated safety check: PassMIT
Literature Review AgentAr9av/PaperOrchestra6791 repos~5.2kAutomated safety check: PassCustom licence
Arxiv MCP Serverblazickjp/arxiv-mcp-server3.2k—~353Automated safety check: PassApache-2.0

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Works with

Categories

Questions about Cvpr Related Work

What does Cvpr Related Work do?

A skill your agent uses when building the related-work section and positioning for a CVPR paper, covering literature that moves at arXiv speed, concurrent-work etiquette, the CVPR/ICCV/ECCV sibling…. Cvpr Related Work is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building the related-work section and positioning for a CVPR paper, covering literature that moves at arXiv speed, concurrent-work etiquette, the CVPR/ICCV/ECCV sibling triangle, double-blind self-citation, verifying that cited "CVPR papers" are actually CVPR papers, and defining deltas against the true nearest neighbors.

When should I use Cvpr Related Work?

Cvpr Related Work fits situations like: building the related-work section and positioning for a CVPR paper; covering literature that moves at arXiv speed; concurrent-work etiquette; the CVPR/ICCV/ECCV sibling triangle.

How do I install Cvpr Related Work in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cvpr-related-work -a claude-code`. Or copy the skill folder (CVPR-Skills/skills/cvpr-related-work in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/cvpr-related-work in your project. Claude Code loads it when a task matches its description.

How do I install Cvpr Related Work in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cvpr-related-work -a codex`. Or copy the skill folder (CVPR-Skills/skills/cvpr-related-work in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/cvpr-related-work in your project. Codex loads it when a task matches its description.

Can I use Cvpr Related Work in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cvpr-related-work -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cvpr-related-work, .gemini/skills/cvpr-related-work, .github/skills/cvpr-related-work and .opencode/skills/cvpr-related-work in your project.

What does Cvpr Related Work need to run?

SKILL.md names no scripts, command-line tools or credentials: Cvpr Related Work is instructions for the agent only.

Does Cvpr Related Work access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Cvpr Related Work safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Cvpr Related Work use?

Cvpr Related Work is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Cvpr Related Work use?

About 1.7k tokens (SKILL.md is roughly 6.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Cvpr Related Work?

Skills that share tags, products or a category with Cvpr Related Work: Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars), Systematic Literature Review Builder (bytedance/deer-flow, 84k stars), Paper Research on arXiv (XiaomiMiMo/MiMo-Code, 14k stars) and Literature Review Agent (Ar9av/PaperOrchestra, 679 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cvpr Related Work?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.

Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.