ATC Review Process
SkillAI & modelsUse when reasoning about how an ATC (ACM SIGOPS Annual Technical Conference, formerly USENIX ATC) submission is evaluated, the two-round extended-abstract model, the round-one gate by two reviewers, the round-two read by 3-4 reviewers, double-blind reviewing, rebuttal, conditional acceptance with shepherding, and how ATC differs from OSDI/SOSP/NSDI.
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the ATC Review Process skill
What this skill tells your AI
The instructions your AI receives, as published by brycewang-stanford/awesome-journal-skills in ATC-Skills/skills/atc-review-process/SKILL.md and read by ahel’s review.
Model the pipeline before interpreting any single review. ATC's process is unusual among systems venues in 2026 because it runs in two rounds gated by a two-page extended abstract, and because acceptance is conditional on a shepherd. The most consequential mental shift for authors arriving from a single-round conference is that round one can end your submission before anyone reads the full paper — the extended abstract is not a formality.
Process model
- Submission and review run on HotCRP (
atc26.hotcrp.com) with double-blind anonymity: identities are mutually hidden through reviewing. - Round one: each two-page extended abstract is read by two experienced reviewers with a broad systems perspective; abstracts below the bar are rejected early. The extended abstract is review-only and not published.
- Round two: papers that advance are read in full by 3-4 reviewers, who weigh the significance and usefulness of the systems contribution, the soundness of the design, the honesty and completeness of the measurements, reproducibility, and clarity.
- Rebuttal / description of changes: authors get a short (about one page) window to correct factual misreadings and, where relevant, summarize revisions relative to a prior submission.
- Decision + shepherding: selected papers are conditionally accepted; final acceptance requires satisfying a shepherd (a PC member) on required revisions. Accepted papers publish in the ACM DL under Open Access.
Reading a decision against the model
| Outcome | What it means | Author move |
|---|---|---|
| Early reject (round one) | The abstract did not convey a problem, contribution, and result that clear the bar | Reframe the abstract; the paper may be fine but the pitch failed — see atc-writing-style |
| Full review, then reject | A design or evidence gap survived the full read | Fix the substance, not the framing; consider a sibling venue |
| Conditional accept | Contribution holds; specific revisions required | Treat the shepherd's list as binding; make or explicitly justify each item |
| Reject with encouragement | Structural but repairable over a cycle | Rebuild the evidence and resubmit next cycle or reroute |
The strategic reading: because round one judges the abstract, the highest-leverage editing on the whole paper is often the two pages a round-one reviewer sees. Write the submission so its problem and result are legible before the details.
How ATC differs from its siblings
- vs. OSDI / SOSP: those flagships are more selective and lean toward larger, novel systems; ATC takes a broader, more practical slice and welcomes solid, useful, well-measured work a flagship might call incremental. A paper bounced from OSDI on "not novel enough" can be a strong ATC paper if the engineering and measurement are real. Neither shares ATC's two-round extended-abstract gate.
- vs. NSDI: NSDI centers networked systems and runs its own multi-deadline model; ATC's scope is all of systems and its 2026 calendar is a single June deadline. Route a networked-systems design there if the network is the contribution.
- vs. EuroSys: EuroSys is the other broad, SIGOPS-affiliated systems conference; the choice is often calendar and community pull. Under SIGOPS, ATC and EuroSys now sit in the same family, so check both deadlines.
- vs. pre-2026 USENIX ATC: the old ATC ran a single-round review on a winter deadline with USENIX-funded open access and no APC. The 2026 SIGOPS edition changed the round structure, the calendar, and the cost model at once — do not carry the old process forward.
Who reads you
Round one: two broad-perspective systems reviewers judging whether the idea and result are worth a full read. Round two: 3-4 reviewers closer to your subarea who open the artifact, check whether the measurements are end-to-end and honest about cost, and probe whether the baselines are fair. Vague design descriptions and average-only results get caught, not skimmed.
Where author leverage actually exists
[Before submission] topic tags -> reviewer pool; a self-standing abstract -> surviving round one
[Round-one gate] none after upload — the abstract is your only round-one argument
[Rebuttal] factual corrections, a missing number a reviewer asked for, misread-claim fixes
[Conditional accept] the shepherd round: make every required change or justify declining it, evidenced
[After reject] no appeal; reroute to a sibling systems venue or strengthen and resubmit
A rebuttal moves borderline papers when it corrects a factual misreading or supplies a measurement a reviewer said was missing; it does not move papers by arguing taste. In the shepherd round, a silently skipped required change is what turns a conditional accept into trouble.
Misreadings to avoid
- Treating the extended abstract as boilerplate — it is the round-one decision surface.
- Treating conditional acceptance as unconditional — the shepherd can hold the paper until the required revisions land.
- Assuming OSDI-style novelty is required — ATC rewards solid, useful, measured systems work.
- Projecting the old USENIX ATC process — the round structure, calendar, and cost model changed in the SIGOPS transition.
Output format
[Process stage] pre-submission / round one / round two / rebuttal / conditional accept / final
[Decision driver] the criterion carrying the outcome (significance | soundness | evidence | clarity | reproducibility)
[Round-one readiness] does the extended abstract stand alone and clear the bar? yes/no
[Leverage plan] the next-stage action that can actually change the outcome
[Forbidden moves] identity leak / unsupported new claims / skipping a shepherd-required change
Signals
- GitHub stars
- 1k
- Forks
- 155
- Last commit
- Sep 2026
Advanced
- Item type
- skill
- Key
atc-review-process- Source
- github.com/brycewang-stanford/awesome-journal-skills
github.com/brycewang-stanford/awesome-journal-skills
Related picks
Skill · handsontable
The pick for End-to-end testingmstar-e2e
Skill · btspoony
The pick for End-to-end testingacademic-paper-composer
Skill · brycewang-stanford
The pick for Academic03-academic-writing
Skill · 24kchengye
The pick for Academicskill-creator
Skill · anthropics
More in AI & modelswayfinder
Skill · mattpocock
More in AI & models