Reproducible
The experiment is not described at a distance. Its inputs, transformations, and results remain available for the reader to rerun.
Reproducible · Auditable · Verifiable
Research should survive contact with the reader.
RAVA is an interactive publication format where the manuscript, evidence, and evaluation logic are released as one inspectable object. A claim you can test—not only read.
MANUSCRIPT+DATA+EVALUATION=ONE RESEARCH OBJECT
The format
A paper is a record. RAVA makes it inspectable.
The format does not replace peer review or rewrite the paper. It creates a faithful interface around the evidence so a reader can encounter the research as a sequence of testable decisions.
Auditable
Every interaction resolves back to a source claim, figure, definition, or method. The manuscript stays authoritative.
Verifiable
Readers form a hypothesis before seeing the result, then test whether the evidence supports the published conclusion.
Registry / Issue 001
Where perfect accuracy stops being proof.
A ransomware detector reported 100% accuracy. The interactive article asks the reader to remove its shortcuts, change the unit of analysis, and find the honest result.
CASE FILE · SYSMON-ML-2026ESMAEILI · GHAFARIAN
100%Identifier leakage
→~61%Shortcuts removed
→82%Behavioral result
Machine-learning evaluation · Endpoint telemetry
Misleading Performance in Sysmon-Based Machine Learning
Six questions lead from a perfect event-level classifier to a balanced behavioral evaluation with visible tradeoffs.Interactive companion · Under reviewOpen the investigation
Publication protocol
From manuscript to investigation.
A compact editorial method for turning static evidence into a reader-led sequence without loosening its connection to the paper.
- 01
Start with the doubt
Open on the result that deserves scrutiny, not a generic abstract.
- 02
Expose the evidence
Let the reader alter the assumptions, features, and evaluation frame.
- 03
Return to the record
Pair every discovery with the manuscript passage that supports it.
Editorial standard
Nothing invented. Nothing detached.
01Every number comes from the source manuscript or its released evidence.
02Every interaction declares what changed and what stayed fixed.
03Every conclusion returns the reader to the authoritative record.
About RAVA
Built inside the research, not around it.
RAVA was created by Kian Esmaeili as a publication interface for research that benefits from direct inspection. The first article uses his own machine-learning evaluation work, so the format is tested against a real manuscript, real evidence, and the need for methodological restraint.