Pith Number

pith:E2A7HOVP

pith:2018:E2A7HOVPXAWDGESOBBASTWPT6D

not attested not anchored not stored refs pending

Safely Entering the Deep: A Review of Verification and Validation for Machine Learning and a Challenge Elicitation in the Automotive Industry

Boris Duran, Christoffer Levandowski, Cristofer Englund, Henrik Kaijser, Henrik L\"onn, Jonas T\"ornqvist, Krzysztof Wnuk, Markus Borg, Shenjian Gao, Yanwen Tan

arxiv:1812.05389 v1 · 2018-12-13 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E2A7HOVPXAWDGESOBBASTWPT6D}

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.

Receipt and verification

First computed	2026-05-17T23:58:20.398202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2681f3baafb82c33124e084129d9f3f0c0b7adc2eb2e2b796555e7dffd5daf7a

Aliases

arxiv: 1812.05389 · arxiv_version: 1812.05389v1 · doi: 10.48550/arxiv.1812.05389 · pith_short_12: E2A7HOVPXAWD · pith_short_16: E2A7HOVPXAWDGESO · pith_short_8: E2A7HOVP

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/E2A7HOVPXAWDGESOBBASTWPT6D \
  | 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: 2681f3baafb82c33124e084129d9f3f0c0b7adc2eb2e2b796555e7dffd5daf7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24e8e5b7c9e2312b4cd59ca95a3f37a290fa62cbcb1c2089d292ef8080214f29",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2018-12-13T12:42:28Z",
    "title_canon_sha256": "9779e0a04b763a024de441e094fca6a9eb11bb3e79bce72f68160b36be2b14c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.05389",
    "kind": "arxiv",
    "version": 1
  }
}