Pith Number
pith:BWP7OI4D
pith:2021:BWP7OI4D63T4KBRTFQGLGUSZ3P
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Calibrated Uncertainty for Molecular Property Prediction using Ensembles of Message Passing Neural Networks
arxiv:2107.06068 v2 · 2021-07-13 · cs.LG · stat.ML
Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BWP7OI4D63T4KBRTFQGLGUSZ3P}
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Record completeness
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Portable graph bundle live · download bundle · merged
state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same
current state with the deterministic merge algorithm.
Receipt and verification
| First computed | 2026-07-05T03:28:40.240480Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
0d9ff72383f6e7c506332c0cb35259dbd171d2fad641707ef50de976208b01fe
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BWP7OI4D63T4KBRTFQGLGUSZ3P \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 0d9ff72383f6e7c506332c0cb35259dbd171d2fad641707ef50de976208b01fe
Canonical record JSON
{
"metadata": {
"abstract_canon_sha256": "54646f87f95cc747b5f9074966cad8a9261093746cc4f1ed262b817b7bbf2701",
"cross_cats_sorted": [
"stat.ML"
],
"license": "http://creativecommons.org/licenses/by/4.0/",
"primary_cat": "cs.LG",
"submitted_at": "2021-07-13T13:28:11Z",
"title_canon_sha256": "716c7cc863f1d6f1334412978239705a0222cf6da4a7df4b374a5bb5c3bc5802"
},
"schema_version": "1.0",
"source": {
"id": "2107.06068",
"kind": "arxiv",
"version": 2
}
}