Pith. sign in
Pith Number

pith:KJITVT7P

pith:2021:KJITVT7PKJCTDDVXLPP7XNABVO
not attested not anchored not stored refs pending

MLOps Challenges in Multi-Organization Setup: Experiences from Two Real-World Cases

Aleksi Kopponen, Lalli Myllyaho, Tommi Mikkonen, Tuomas Granlund, Vlad Stirbu

arxiv:2103.08937 v1 · 2021-03-16 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KJITVT7PKJCTDDVXLPP7XNABVO}

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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 2026-07-05T02:23:33.371997Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

52513acfef5245318eb75bdffbb401abb7fcce965de83d4afc7c70d333c4e5f3

Aliases

arxiv: 2103.08937 · arxiv_version: 2103.08937v1 · doi: 10.48550/arxiv.2103.08937 · pith_short_12: KJITVT7PKJCT · pith_short_16: KJITVT7PKJCTDDVX · pith_short_8: KJITVT7P
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KJITVT7PKJCTDDVXLPP7XNABVO \
  | 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: 52513acfef5245318eb75bdffbb401abb7fcce965de83d4afc7c70d333c4e5f3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4ea6c81f875beaa95731bc79909836c2aebbd7608b106d0f8cea03127cd3ae39",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2021-03-16T09:44:45Z",
    "title_canon_sha256": "830c3d277c814d247b6e27d1c2c2f6a174c09133685e75b7c5ae68780bf787a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.08937",
    "kind": "arxiv",
    "version": 1
  }
}