---
title: Reproduction Networked Information Aggregation for Binary Classification
emoji: 🎯
colorFrom: purple
colorTo: blue
sdk: static
pinned: false
tags:
- icml2026-repro
- paper-mrtg4NmvAe
---

# Reproduction bundle

This deterministic CPU-only Trackio logbook audits all five exact registered
claims for OpenReview `mrtg4NmvAe` against arXiv `2605.01082v1`.

Primary links: [OpenReview](https://openreview.net/forum?id=mrtg4NmvAe) and
[arXiv v1](https://arxiv.org/abs/2605.01082v1).

```bash
PYTHONWARNINGS=error python reproduce.py --output replay
python build_manifest.py --verify
```

Evidence includes exact nontrivial BCE projection identities, 48 sequential
logit-passing panels, 56 deterministic Gaussian lower-bound cells, 72 depth-
formula cells, and destructive non-optimal-reference and probability-passing
controls. Source proofs and finite diagnostics remain explicitly distinct.