iclr-related-work — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited iclr-related-work (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Use this to make the novelty claim robust under ICLR review. ICLR reviewers often know recent OpenReview, arXiv, and workshop work, so the related-work strategy must survive public comparison.
mode.
Build the novelty claim as:
Prior work can <capability under stated conditions>.
It does not <specific missing capability or explanation>.
This paper shows <new mechanism/result/evidence>, under <scope>.
The claim is supported by <theory/experiment/artifact>.ICLR reviewers and even community members can post a "this is just X" comment that stays online next to your paper forever. The defense is a precise difference axis, decided before submission.
| "Just like X" objection | Robust ICLR response | Fragile response |
|---|---|---|
| Same architecture | Different objective and what it changes representationally | "Ours is bigger" |
| Same benchmark | Different question the benchmark now answers | Higher number only |
| Concurrent arXiv preprint | Dated, scoped distinction, cited generously | Ignoring it and hoping |
| Reuses a known loss | The new analysis or regime where it behaves differently | Renaming the loss |
A submission proposes a masked-prediction objective for time-series transformers. A reviewer links a recent arXiv paper with a similar mask. Rather than dispute priority, the authors add a paragraph: the prior work masks contiguous spans for forecasting, while this paper masks frequency components and shows the representation transfers across sampling rates, supported by a transfer ablation. The difference axis is "what is masked and which invariance it buys," not "we got there first."
[Closest work] <paper/system/benchmark>
[Difference axis] problem / assumption / method / evidence / scale / theory / artifact
[Must-cite items] <recent OpenReview/arXiv/ICLR-adjacent work>
[Novelty risk] low / medium / high
[Revision text] <concise related-work paragraph or bullet>~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.