Kenneth ChengMathematical modeling

Editorial project overview

From Pixels to Patrols

How can miscalibrated image probabilities propagate into spatial risk estimates and a fixed-budget patrol decision in a controlled synthetic experiment?

SubmittedUpdated 30 Aug 2026

Editorial overview

Read From Pixels to Patrols: Why Calibration Changes a Synthetic Patrol Plan for the full probability-to-decision chain, newly drawn explanatory diagrams, manuscript-reported results, and explicit claim boundaries.

The official AI4Nature@AVSS 2026 programme lists the work as Paper ID 7 in Oral Session 1A on 31 August 2026. This page records that scheduled status; it does not claim that the presentation, proceedings publication, IEEE Xplore indexing, or DOI assignment has occurred.

The official call states that accepted papers are intended for the AVSS proceedings and IEEE Xplore, conditional on the required full paper registration and conference process. IEEE’s general guidance is approximately 30–60 days after it receives proceedings, which may itself be weeks after the event; this is a monitoring range, not a promised AVSS publication date.

The supplied camera-ready PDF is not distributed here, and none of its figures were extracted. Public graphics are new editorial explanations.

Key findings

  • The manuscript reports that task-specific calibration reduced synthetic oracle-relative patrol regret from 2.64 percent to 0.33 percent across twenty seeded networks.
  • The manuscript reports held-out calibrated interval coverage of 0.932 for a nominal 0.90 interval, while explicitly declining a distribution-free guarantee.

Limitations

  • The study uses synthetic classifier outputs and landscapes; it includes no real images, patrol logs, named protected area, or field validation.
  • Human presence is a risk proxy rather than a poacher label, and the allocation model omits routes, authorised-person context, terrain, safety, and behavioural adaptation.
  • The code, environment, complete seeds, and numerical outputs were not independently verified for the public note.
  • As of 2026-08-30 the oral presentation was scheduled for 2026-08-31; payment, CMT/eCF completion, proceedings publication, IEEE Xplore indexing, and a DOI were not publicly verifiable.

Technical record

Detailed source, calculations, generated figures, and reproduction instructions are maintained in a private technical workspace. Public articles contain only manually reviewed interpretation and approved figures.

Version history

2026-08-30 — Curated overview reviewed against repository evidence.