Pith. sign in
Pith Number

pith:EYLOH5I5

pith:2024:EYLOH5I5KLQXZM6PZIF7OWJUPV
not attested not anchored not stored refs pending

Expert-Driven Monitoring of Operational ML Models

Claudia Raibulet, Ilias Gerostathopoulos, Joran Leest, Patricia Lago

arxiv:2401.11993 v1 · 2024-01-22 · cs.LG · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{EYLOH5I5KLQXZM6PZIF7OWJUPV}

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 2026-07-05T07:36:13.308589Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2616e3f51d52e17cb3cfca0bf759347d408cbffe3db0426fd565ee3c3f1c71d1

Aliases

arxiv: 2401.11993 · arxiv_version: 2401.11993v1 · doi: 10.48550/arxiv.2401.11993 · pith_short_12: EYLOH5I5KLQX · pith_short_16: EYLOH5I5KLQXZM6P · pith_short_8: EYLOH5I5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EYLOH5I5KLQXZM6PZIF7OWJUPV \
  | 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: 2616e3f51d52e17cb3cfca0bf759347d408cbffe3db0426fd565ee3c3f1c71d1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "14bcdef00fd4c4ad508efebb0711aea58eb39f12582a77c984db01fffc5355ea",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-22T14:46:41Z",
    "title_canon_sha256": "78e75070b7452f1b2ea9bde7a7334b8a8e60a9a48440825e135d4269b89e29b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.11993",
    "kind": "arxiv",
    "version": 1
  }
}