Pith. sign in
Pith Number

pith:SI232DCM

pith:2023:SI232DCMAE4YUUGVLSRA44FIIN
not attested not anchored not stored refs pending

Continuous Management of Machine Learning-Based Application Behavior

Claudio A. Ardagna, Ernesto Damiani, Marco Anisetti, Nicola Bena, Paolo G. Panero

arxiv:2311.12686 v5 · 2023-11-21 · cs.LG · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SI232DCMAE4YUUGVLSRA44FIIN}

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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 2026-07-05T09:31:42.598271Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9235bd0c4c01398a50d55ca20e70a8436c0fda38f6bc1eec39152c18161b04e7

Aliases

arxiv: 2311.12686 · arxiv_version: 2311.12686v5 · doi: 10.48550/arxiv.2311.12686 · pith_short_12: SI232DCMAE4Y · pith_short_16: SI232DCMAE4YUUGV · pith_short_8: SI232DCM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SI232DCMAE4YUUGVLSRA44FIIN \
  | 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: 9235bd0c4c01398a50d55ca20e70a8436c0fda38f6bc1eec39152c18161b04e7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b12559b789ae2acd6bf87975bc8b1d1392c2b57a1fcd48ee76779d34866d2d39",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-21T15:47:06Z",
    "title_canon_sha256": "ccad8b23f4410568beb4f162e409b04c4a9becdd110cce8c75a78d559d12bec7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12686",
    "kind": "arxiv",
    "version": 5
  }
}