Pith Number

pith:P4CLVLB2

pith:2024:P4CLVLB2Z63VXSOMXYLH6IVS43

not attested not anchored not stored refs pending

Reinforcement Learning and Graph Neural Networks for Probabilistic Risk Assessment

Andrey Morozov, Joachim Grimstad

arxiv:2402.18246 v1 · 2024-02-28 · eess.SY · cs.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P4CLVLB2Z63VXSOMXYLH6IVS43}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ 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.

Cited by

1 paper in Pith

A Hybrid Real-Time Framework for Efficient Fussell-Vesely Importance Evaluation Using Virtual Fault Trees and Graph Neural Networks

Receipt and verification

First computed	2026-07-05T07:50:14.222217Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f04baac3acfb75bc9ccbe167f22b2e6e6b16b106011d1426887c0ebe4081bd7

Aliases

arxiv: 2402.18246 · arxiv_version: 2402.18246v1 · doi: 10.48550/arxiv.2402.18246 · pith_short_12: P4CLVLB2Z63V · pith_short_16: P4CLVLB2Z63VXSOM · pith_short_8: P4CLVLB2

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/P4CLVLB2Z63VXSOMXYLH6IVS43 \
  | 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: 7f04baac3acfb75bc9ccbe167f22b2e6e6b16b106011d1426887c0ebe4081bd7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "51b54add78a4031a37da5ef77965a3f37d771aef0b4b9a71758f65780936fa4e",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-02-28T11:21:32Z",
    "title_canon_sha256": "c6ccefb30f9b525349765b03d222afa9de62650667b2cb3a0d6354d33f0ceeef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18246",
    "kind": "arxiv",
    "version": 1
  }
}