AES Paper Reproducibility Guide
Enforces rigorous experimental reproducibility standards and artifact documentation for Acta Electronica Sinica paper submissions.
The AES Reproducibility skill equips researchers submitting to Acta Electronica Sinica (《电子学报》) with standardized practices for experimental transparency and repeatability. It guides authors through documenting software/hardware environments, controlling randomness with seeds, ensuring preprocessing transparency, disclosing complete algorithm pseudocode and hyperparameters, and structuring multi-run statistical significance in both main text and appendices to eliminate reviewer doubts about replicability.
主な機能
01Standardizes randomness controls through explicit random seed reporting and multi-run variance bounds
02Ensures dataset transparency, preprocessing step-by-step repeatability, and test set isolation
03Evaluates submission readiness using a four-tier reproducibility maturity grading system (L0–L3)
04Audits experimental environment and hardware toolchain disclosures across MATLAB, Python, and EDA tools
05Structures exhaustive hyperparameter tables and pseudocode templates matching manuscript conventions
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ユースケース
01Structuring supplementary appendices with complete hyperparameter tables and Docker/environment specs
02Drafting peer review rebuttals addressing reviewer concerns about experimental replication
03Conducting pre-submission reproducibility self-checks for electronic and signal processing manuscripts