Skills Soft Skills Guiding Authors Through Reviewer Response Process

Guiding Authors Through Reviewer Response Process

v20260724
vis-author-response
This guide provides a comprehensive framework for authors responding to major conference reviews (like IEEE VIS). It details the distinct strategies for both first-round rebuttals and mandatory second-round revisions (conditional accept). Learn how to structure summaries of changes, address technical critiques, maintain anonymity, and turn reviewer skepticism into acceptance.
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Overview

VIS Author Response

Use this after IEEE VIS reviews are released. VIS has two distinct speaking turns, and conflating them is a common mistake: a first-round engagement with the reviewer discussion, and — if you receive a conditional accept — a full second-round revision with a summary of changes accompanying a revised paper that the original reviewers re-read against the required changes. This is a journal-style revise-and-review, not a one-shot CVPR rebuttal.

Triage (both turns)

  • Answer what affects the decision: novelty, impact, whether the evidence supports the claims, methodology, encoding/interaction rationale, and reproducibility.
  • Use evidence that already exists or that the revision will concretely add — never a vague promise to "consider" a study.
  • Correct factual misreadings first; a reviewer who misread a figure or a task is often persuadable.
  • If you submitted double-blind, keep every word anonymous through the first round — do not name your system, lab, grant, or a public repository even to strengthen a point.

Turn 1 — the first-round engagement

VIS's first phase includes a reviewer discussion. Your first-round comments (where the cycle allows author input before the decision) should be short and decision-focused: concede what is true, correct what is misread, and point to exactly where the answer already lives in the paper or the supplemental video/code. Do not smuggle in new results the reviewers cannot verify. The goal is to move the paper from "reject" toward "conditional accept" by removing correctable misunderstandings.

Turn 2 — the conditional-accept revision (the distinctive VIS move)

A conditional accept comes with a list of required changes. The revision is judged on whether you met them. The summary of changes is a change ledger: for every required change, either make it and show where, or justify declining it with a reason.

[R1.1] Required change (quoted briefly)
       -> Action: DONE  | added the within-subjects study (§6.2), Fig. 7, effect sizes + CIs
       -> Where: §6.2, Fig. 7; supplemental/analysis/study2.ipynb
[R2.1] Required change
       -> Action: DONE  | rewrote the encoding-rationale (§4.1) to tie each channel to a task
       -> Where: §4.1, Table 2
[R1.2] Required change
       -> Action: JUSTIFIED DECLINE | the requested 3D condition contradicts the task's
          occlusion constraint; added a scoping sentence + threat instead (§8)
[R3.1] Required change
       -> Action: PARTIAL | added the perceptual pilot; the full longitudinal deployment is
          out of scope for the revision window and is noted as future work (§9)

The rule that turns a conditional accept into an acceptance: no silent omissions. A required change that is neither made nor explicitly justified as declined is what the second read punishes.

Reviewer pushback patterns (visualization-specific)

Pushback What it signals VIS-ready response
"Why this encoding rather than a standard chart?" Design-rationale gap Add a task-to-channel justification; compare against the conventional baseline
"The evaluation does not match the contribution" Method mismatch Add the evidence the contribution type needs (study for a claim about people; benchmark for a technique)
"Is this better than [existing tool/technique]?" Novelty/delta doubt Add the comparison or a scoped delta sentence naming what is new
"The user study is underpowered / confounded" Conclusion-validity objection Report power/effect sizes; add participants or bound the claim
"The system/results are not reproducible" Open-practices gap Release anonymized code/data; describe the reproduction path and target the Replicability Stamp
"Color/perception choices are not accessible" Perceptual-validity concern Justify the palette (CVD-safe, luminance); cite the perceptual basis

Anonymity in the response (when submitted double-blind)

  • Refer to your own prior work in the third person, as in the paper.
  • Describe system/artifact changes without linking to an identity-revealing repository or demo; use the anonymized location until the paper is accepted.
  • Do not thank a named collaborator or funder inside a first-round response.

Calibration

  • Respond to the criterion the reviewer actually raised, not the one you would rather defend.
  • The revised paper — not the summary of changes — carries the argument; the summary is a map from required change to edit.
  • Length and format norms for both turns vary by cycle; confirm the current instructions and the second-round timeline before writing.

Output format

[Turn] first-round engagement / conditional-accept revision
[Priority issue] <reviewer concern>
[Decision dimension] novelty / impact / evidence / methodology / encoding rationale / reproducibility
[Change ledger] <required change -> DONE/PARTIAL/JUSTIFIED-DECLINE + where in paper/supplemental>
[Anonymity check] <if double-blind: no identity leak in the response: passed/issues>
Info
Category Soft Skills
Name vis-author-response
Version v20260724
Size 5.4KB
Updated At 2026-07-29
Language