socc-review-process
GitHub解析ACM SoCC会议的双盲、两轮制评审流程，涵盖SIGMOD/SIGOPS联合审稿池、反驳期及系统/数据双轴评估标准，对比OSDI等会议差异，指导作者针对性优化论文。
Trigger Scenarios
Install
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill socc-review-process -g -y
SKILL.md
Frontmatter
{
"name": "socc-review-process",
"description": "Use when reasoning about how an ACM SoCC submission is evaluated, covering dual-anonymous review, the two-round-per-year model with the no-cross-round-resubmission rule, the author-response (rebuttal) period, the joint SIGMOD+SIGOPS reviewer pool that reads for both systems and data quality, and how SoCC's process differs from OSDI\/NSDI\/EuroSys."
}
SoCC Review Process
Model the pipeline before interpreting any single review. SoCC — the ACM Symposium on Cloud Computing — evaluates papers through a dual-anonymous, two-round process with a rebuttal, and its reviewer pool is drawn from both SIGMOD and SIGOPS. The most consequential mental shift for authors arriving from a pure systems or pure data venue is that your paper is judged on both axes at once: a systems reviewer probes the mechanism and the deployment, a data/measurement reviewer probes the workloads, traces, and statistical honesty — and a champion needs answers for both.
Process model
- Submission and review run on HotCRP with dual anonymity: reviewers do not see authors and authors do not see reviewers.
- SoCC runs two rounds per year, each a self-contained accept/reject cycle with its own abstract, submission, author-response window, and notification. A paper rejected in Round 1 cannot be resubmitted to Round 2 the same year.
- Each paper is read by multiple PC members spanning the systems-and-data pool, who weigh the significance of the cloud contribution, soundness of the design, quality of the measurement (throughput, latency, tail, and cost), realism of the deployment or trace, and reproducibility.
- Decisions are accept / reject per round (SoCC does not run a journal-style Major-Revision cycle); the rebuttal is the author's one written turn to move a borderline paper before the PC discussion.
- Accepted papers appear in the ACM DL SoCC proceedings and are presented at the symposium.
Reading a decision against the axes
| Signal in the reviews | What it means | Author move |
|---|---|---|
| Strong on novelty, weak on evaluation realism | A systems reviewer wants a testbed/deployment, not simulation | Rebut with real-system numbers or scope the claim |
| Strong on system, weak on measurement rigor | A data/measurement reviewer doubts the workloads or stats | Defend trace/workload choice; add tail and variance |
| "Cost/tail not reported" | The cloud outcome that decides adoption is missing | Point to where it lives or concede it as a gap |
| "Overlaps prior cloud/systems work" | Novelty/delta doubt | Sharpen the delta against the nearest SoCC/OSDI/NSDI work |
| Split systems vs. data reviewer | The two halves disagree | Give the champion of each half a direct, evidenced answer |
The strategic reading: a SoCC paper wins when it satisfies both sponsoring communities, so design the evaluation to answer a systems reviewer and a measurement reviewer, not one at the other's expense.
How SoCC differs from its siblings
- vs. OSDI/SOSP: those flagships set a higher clean-slate systems-novelty bar and use the USENIX/ACM systems process; SoCC's identity is the cloud + data framing and its explicit welcome of measurement and experience papers. Never assume a shared template or calendar.
- vs. NSDI: NSDI centers the network; SoCC centers the cloud service and its data running on the infrastructure. A datacenter-fabric paper is NSDI-shaped; a storage-service or scheduler paper is SoCC-shaped.
- vs. EuroSys / ATC: both are broad systems venues; SoCC narrows to cloud and adds the SIGMOD half of the reviewer pool. A paper with a genuine data-management dimension is read more natively at SoCC than at a pure-systems venue.
- vs. a single-deadline venue: SoCC's two rounds give a second chance within the year — but only to a different (or the same, next-year) paper, since a Round-1 reject cannot re-enter Round 2.
Who reads you
Expect a mix of systems and data-management reviewers. They check whether the deployment or trace is real, whether tail latency and cost are reported (not just the mean), whether baselines are tuned, and whether the measurement pipeline is reproducible. Because SoCC spans storage, scheduling, serverless, big-data/ML infra, and cloud economics, a paper is usually matched to reviewers from its own subarea on both sides — a thin evaluation or a hand-waved workload gets caught, not skimmed.
Where author leverage actually exists
[Before submission] subject tags spanning systems AND data -> the right dual pool (largest lever)
[Rebuttal] factual corrections, a missing tail/cost number, a tuned-baseline result,
clarifying a misread workload -- the one written turn that moves borderlines
[Round choice] submit to the round you can make strong; a Round-1 reject forfeits Round 2
[After reject] no in-year resubmission; reroute to a sibling flagship or wait for next year
A rebuttal moves borderline papers when it corrects a factual misreading or supplies a number a reviewer said was missing (a p99 figure, a cost breakdown, a tuned baseline); it does not move papers when it argues taste. The PC discussion decides; the rebuttal is evidence for an advocate.
Misreadings to avoid
- Optimizing for one community — a systems-perfect paper with a weak workload story loses the data reviewer, and vice versa.
- Treating the rebuttal as a debate — it is bounded evidence for the PC discussion, not a closing argument.
- Reporting only averages — tail and cost are first-class at a cloud venue.
- Assuming Round 1 is a free trial — a reject there costs the SoCC year.
- Projecting last year's cadence — round count, dates, and rebuttal format are set per edition.
Output format
[Process stage] pre-submission / awaiting reviews / rebuttal / decided
[Round] round 1 / round 2, with the no-cross-round-resubmission rule noted
[Axis map] each review point -> systems (mechanism/deployment) | data (workload/measurement) | cost/tail | reproducibility
[Leverage plan] the rebuttal move that can actually change the outcome
[Forbidden moves] identity leak / unsupported new claims / Round-1 reject reused in Round 2
Version History
- 9f86f09 Current 2026-07-19 17:41
