Pith Number

pith:N6OIYM6G

pith:2023:N6OIYM6GK27HHI3EFCANFRIT6N

not attested not anchored not stored refs pending

Towards a safe MLOps Process for the Continuous Development and Safety Assurance of ML-based Systems in the Railway Domain

Claus Bahlmann, Marc Zeller, Reiner Schmid, Thomas Waschulzik

arxiv:2307.02867 v1 · 2023-07-06 · cs.SE · cs.AI · cs.LG · cs.SY · eess.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{N6OIYM6GK27HHI3EFCANFRIT6N}

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	2026-07-05T06:28:25.235028Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f9c8c33c656be73a3642880d2c513f36bbac4dc84de6d5589885b5e06cb890f

Aliases

arxiv: 2307.02867 · arxiv_version: 2307.02867v1 · doi: 10.48550/arxiv.2307.02867 · pith_short_12: N6OIYM6GK27H · pith_short_16: N6OIYM6GK27HHI3E · pith_short_8: N6OIYM6G

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/N6OIYM6GK27HHI3EFCANFRIT6N \
  | 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: 6f9c8c33c656be73a3642880d2c513f36bbac4dc84de6d5589885b5e06cb890f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f58ae6c8cf0855d86c3483a6b5440b8c043ada2fd034dd95e82e017df03a1402",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-07-06T09:08:20Z",
    "title_canon_sha256": "05f441bc4548610b92f86f913b5979eb394e5fa9075be70fe4a4d0475082c0e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.02867",
    "kind": "arxiv",
    "version": 1
  }
}