pith. sign in
Pith Number

pith:OGD3ZXWG

pith:2016:OGD3ZXWGWKKCGMHRHM7A6NHUVI
not attested not anchored not stored refs pending

Probabilistic Failure Analysis in Model Validation & Verification

Marc Pantel, Ning Ge, Xavier Cr\'egut

arxiv:1611.05083 v2 · 2016-11-15 · cs.SE · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OGD3ZXWGWKKCGMHRHM7A6NHUVI}

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 2026-05-18T00:57:43.611546Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7187bcdec6b2942330f13b3e0f34f4aa1dd68bf518e24e5f6f07c2a04badc2d1

Aliases

arxiv: 1611.05083 · arxiv_version: 1611.05083v2 · doi: 10.48550/arxiv.1611.05083 · pith_short_12: OGD3ZXWGWKKC · pith_short_16: OGD3ZXWGWKKCGMHR · pith_short_8: OGD3ZXWG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OGD3ZXWGWKKCGMHRHM7A6NHUVI \
  | 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: 7187bcdec6b2942330f13b3e0f34f4aa1dd68bf518e24e5f6f07c2a04badc2d1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "31968a821567f9523a3b3ecaf62f65e7ff8334598c380c0bbc6bc3e814aa271c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2016-11-15T22:33:48Z",
    "title_canon_sha256": "fc502f298acf8fbbbcebe85267337f6acf85ca8b07f0289a95c8589bb379bb82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.05083",
    "kind": "arxiv",
    "version": 2
  }
}