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Voidly Atlas ML stack publish 2026-05-21
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---
license: cc-by-4.0
library_name: xgboost
pipeline_tag: tabular-classification
tags:
- censorship
- method-specific
- voidly
- atlas
- http
---
# Voidly Atlas Method-Specific Classifier — HTTP v1
**Version:** `v1` | **License:** CC BY 4.0
XGBoost classifier specialised on HTTP-method blocking signals.
Per-method classifiers (DNS / HTTP / TLS) complement the country-day v3.3
classifier by giving a clean P(method=blocked) breakdown.
## Honest caveats
- Per-method classifiers share features with v3.3 — they're a breakdown view, not an independent oracle.
- Method labels from CensoredPlanet + OONI test-type field — false positives possible when probe heuristics are wrong.
## Reproducibility
```bash
python3 scripts/build-per-method-classifier-features.py
```
## Citation
```bibtex
@misc{voidly_voidly_classifier_method_http_v1,
title = {Voidly Atlas: voidly-classifier-method-http-v1 (v1)},
author = {Voidly},
year = {2026},
url = {https://huggingface.co/emperor-mew/voidly-classifier-method-http-v1},
note = {Open censorship-research ML stack. CC BY 4.0.}
}
```