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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.
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