ieee-pes-paper-reviewer
Comprehensive IEEE PES paper review for Physics-Guided SSL GNN power grid research. Use when reviewing paper sections, checking claims against evidence, validating physics consistency (PF/Line Flow/Cascade), auditing figures/tables, checking IEEE compliance, or positioning against competing work (PPGT). Triggers on "review my paper", "check claims", "validate physics", "PES submission ready", "compare to baselines", "audit figures", or any publication preparation task.
npx skills add majiayu000/claude-skill-registry --skill paper-review-skills --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# IEEE PES Paper Reviewer Reviews Physics-Guided SSL GNN power grid papers for PES General Meeting submission. ## Project Context **Paper**: Self-supervised GNN with physics-guided message passing for power grids **Tasks**: Power Flow prediction, Line Flow prediction (NOT OPF), Cascading Failure prediction **Key Claims**: - +29.1% MAE (PF), +26.4% MAE (Line Flow) at 10% labels - SSL stabilizes IEEE-118 training (σ: 0.243→0.051) - 0.93 AUC-ROC explainability via Integrated Gradients - ~274K params vs. 2-15M for PPGT **Validation**: 5-seed experiments, IEEE-24 and IEEE-118 benchmarks ## Review Modes Invoke with: `MODE: [mode-name]` ### MODE: compliance IEEE PES GM formatting and submission readiness. **Check**: - Page limit (8 pages max for conference, 10 for journal) - IEEE column format, margins, fonts - All figures/tables referenced in text - No broken citations ([?] errors) - Abstract ≤200 words, includes quantitative results - Author information complete **Output**: PASS/FAIL table with fix locations (section/line) ### MODE: shadow-review Simulate Reviewer #2 (tough but constructive). **Evaluate** (1-10 each): - Novelty vs. PPGT and prior GNN-for-grid work - Technical soundness
- Project Context
- Review Modes
- MODE: compliance
- MODE: shadow-review
- MODE: claims-audit
- MODE: physics-check
- MODE: reproducibility
- MODE: figures-tables
- MODE: positioning
- MODE: full
- Guardrails
- Evidence Sources
What does the ieee-pes-paper-reviewer skill do?
Comprehensive IEEE PES paper review for Physics-Guided SSL GNN power grid research. Use when reviewing paper sections, checking claims against evidence, validating physics consistency (PF/Line Flow/Cascade), auditing figures/tables, checking IEEE compliance, or positioning against competing work (PPGT). Triggers on "review my paper", "check claims", "validate physics", "PES submission ready", "compare to baselines", "audit figures", or any publication preparation task.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill paper-review-skills --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.