--- name: dac-review-process description: Use when reasoning about how an ACM/IEEE Design Automation Conference (DAC) Research Manuscript is evaluated, covering double-blind TPC review, the novelty-plus-QoR decision criteria, program-committee discussion, the accept/reject (no major-revision) outcome, the ~20-25% selectivity, and how DAC's industry-facing, single-shot process differs from the architecture venues' rebuttal-and-revision cycles. --- # DAC Review Process Model the pipeline before interpreting any single review. DAC's Research-Manuscript review is **double-blind, Technical-Program-Committee-driven, and single-shot**: papers are reviewed against novelty and measured design-quality impact, discussed by the committee, and get a binary **accept/reject** — there is no journal-style Major Revision round. Anchor to the DAC 2026 cycle facts in `resources/official-source-map.md`. ## Process model - Submission and review run on **Softconf/START** with **double-blind** anonymity: reviewers do not see author identities, and the manuscript must be scrubbed of identifying content. - Each paper is read by multiple **TPC** members drawn from the relevant subcommittee (physical design, logic synthesis, verification/test, ML-for-EDA, security, embedded, etc.). Reviewers weigh **novelty over prior art, technical soundness, the strength and fairness of the QoR evidence, relevance/impact to design automation, and clarity**. - The committee **discusses** borderline papers to reach the final verdict; a strong advocate who can answer the objections carries a paper through discussion. - Decisions are essentially **accept or reject** (a fraction may be steered to a poster/LBR-style outcome per cycle — **待核实**). There is **no revise-and-resubmit within the cycle**; a rejected paper reroutes to ICCAD/DATE/ASP-DAC or a journal. - Research selectivity is historically **~20-25%** (verify each cycle). ## Reading a decision against the criteria | Signal in the reviews | Underlying criterion | Author reality | |---|---|---| | "Incremental over [prior tool]" | Novelty | Structural; the delta must be reframed or the idea extended before reroute | | "Baseline is weak / untuned" | Evidence fairness | Often fatal at DAC — the QoR comparison is the paper | | "Only private benchmarks" | Evidence credibility | Add a recognized suite; results on toy circuits do not persuade | | "Runtime/scalability unclear" | Soundness/impact | EDA reviewers care about scaling to realistic design sizes | | "Unclear where the gain comes from" | Soundness | Missing ablation isolating the contribution | ## Novelty-plus-QoR: the DAC bar DAC is an *engineering* research venue: a beautiful idea with no measured QoR advantage rarely survives, and a large QoR number with thin novelty gets read as an engineering result, not a research contribution. Winning papers pair **a genuinely new mechanism** with **a fair, benchmark-grounded QoR gain** (PPA, wirelength, timing slack, coverage, or runtime) over the **strongest** prior technique. The most common reject cause is not a broken idea but an **unconvincing comparison** — a baseline the reviewer does not accept as state of the art or as fairly tuned. ## How DAC differs from its siblings - **vs. ISCA / MICRO / HPCA (architecture):** those venues run author **rebuttals** and, in some years, revision rounds, and reward microarchitectural novelty. DAC's research review has historically been **TPC-driven without a standing author-response period** (**待核实** for DAC 2026) and rewards **design-automation** novelty measured in QoR. Do not carry an architecture rebuttal playbook into DAC. - **vs. FSE / ICSE (software):** no journal-style Major Revision, no ACM artifact-badging track, and a much tighter **6+1-page** budget. DAC evidence is QoR on EDA benchmarks, not empirical-SE studies. - **vs. ICCAD / DATE / ASP-DAC (sibling EDA):** overlapping reviewer pools and criteria but **different calendars and committees** — a DAC reject is a natural ICCAD/DATE/ASP-DAC candidate, but never assume shared deadlines or that the same reviewers see it. ## Who reads you Expect subarea-matched EDA experts who will check whether your **baseline is the real state of the art**, whether the **benchmarks are standard and reported honestly** (all circuits, not a cherry-picked subset), whether **runtime and scalability** are credible for realistic designs, and whether an **ablation** shows the gain comes from your mechanism. Vague "we improve QoR" claims without per-benchmark tables get caught, not skimmed. ## Where author leverage actually exists ```text [Before submission] topic/subcommittee tags + a real abstract -> reviewer pool (largest lever) [Manuscript] a fair, tuned, state-of-the-art baseline on standard benchmarks + an ablation [Discussion] a champion reviewer who can answer the objections carries the paper [After reject] no appeal; reroute to ICCAD/DATE/ASP-DAC or TCAD/TODAES with the reviews addressed ``` Because DAC has historically had **no author rebuttal**, the leverage is almost entirely **front-loaded**: you cannot talk a reviewer out of a weak-baseline finding after submission, so the baseline and benchmark choices must be unimpeachable *before* the November deadline. ## Misreadings to avoid - **Expecting a rebuttal to save the paper** — do not budget on a response window DAC may not run. - **Treating a big QoR number as sufficient** — without novelty it reads as an Engineering-Track result. - **Assuming one champion is enough without evidence** — the discussion turns on answers to the other reviewers' concrete objections, not enthusiasm. - **Projecting last year's process** — deadline, selectivity, and whether any response step exists are decided per edition. ## Output format ```text [Process stage] pre-submission / under review / decided [Decision driver] novelty | evidence fairness | benchmark credibility | scalability | clarity [Criterion map] each review point -> which criterion it invokes [Leverage plan] the pre-submission action (baseline/benchmark/ablation) that would have moved it [Reroute target] ICCAD / DATE / ASP-DAC / TCAD if rejected, with the fix to make first ```