Pith. sign in
Pith Number

pith:ZJVSGT7I

pith:2022:ZJVSGT7IHIIS2RFAS57KHQXGVU
not attested not anchored not stored refs pending

Productive Reproducible Workflows for DNNs: A Case Study for Industrial Defect Detection

Jos\'e Cano, Perry Gibson

arxiv:2206.09359 v1 · 2022-06-19 · cs.LG · cs.CV · cs.PF · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZJVSGT7IHIIS2RFAS57KHQXGVU}

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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 2026-07-05T04:33:06.738682Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ca6b234fe83a112d44a0977ea3c2e6ad0f874266a22aa7bc704132ece41cbcb2

Aliases

arxiv: 2206.09359 · arxiv_version: 2206.09359v1 · doi: 10.48550/arxiv.2206.09359 · pith_short_12: ZJVSGT7IHIIS · pith_short_16: ZJVSGT7IHIIS2RFA · pith_short_8: ZJVSGT7I
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZJVSGT7IHIIS2RFAS57KHQXGVU \
  | 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: ca6b234fe83a112d44a0977ea3c2e6ad0f874266a22aa7bc704132ece41cbcb2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "23efce4ecb189f0c27d0afb56621a3f868213140ddecb791bb5800e9f013a3ea",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.PF",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-19T09:10:13Z",
    "title_canon_sha256": "27f56446356776861138fe8834dcef0decfc61a9e5e10ceb0dcd4401baf6ac14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.09359",
    "kind": "arxiv",
    "version": 1
  }
}