Skip to content

P1: add upfront 'Alignment with Challenge Exclusions' section to Annex A #156

@yohei1126

Description

@yohei1126

Context

Challenge 1 explicitly lists disqualified methodologies (real-time vessel monitoring, anomaly detection on AIS/satellite fusion, vessel behavior profiling, risk scoring, geofencing, conventional sanctions screening, off-the-shelf behavioral analytics). The submission uses some of these terms in the narrative, which could cause evaluators to flag it as borderline non-compliant.

Current state

A defensive clarification appears late in the narrative. No structured table or early section directly maps arktrace's approach against each excluded methodology.

Required

Add a dedicated subsection — "Alignment with Challenge Exclusions" — early in Annex A (after the Relevance section) with a table mapping each disqualified methodology to how arktrace differs:

Disqualified methodology How arktrace differs
Relying solely on historical data Continuous 15-min re-scoring on live AIS; 60–90 day pre-designation lead from causal model
Real-time vessel monitoring Not a tracker — a prediction engine ranking candidates by causal evasion likelihood
Anomaly detection on AIS + satellite AIS/EO feed the causal model as evidentiary substrate; primary discriminator is DiD ATT
Vessel behavior profiling HDBSCAN used only to define normal MPOL baseline; discriminator is causal ATT, not profile distance
Risk scoring Composite score weights derived from ATT significance testing, not expert heuristics
Geofencing Not used as primary signal; geographic scope is a pre-defined bounding box only
Conventional sanctions screening Sanctions list is ground-truth for DiD event timing, not the detection mechanism
Off-the-shelf behavioral analytics Entire pipeline built in-house; no commercial platform provides DiD causal inference

Acceptance criteria

  • "Alignment with Challenge Exclusions" section/table present near the start of Annex A Section A

Metadata

Metadata

Assignees

No one assigned

    Labels

    documentationImprovements or additions to documentation

    Type

    No type

    Projects

    Status

    Backlog

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions