Pith. sign in
Pith Number

pith:YSAYOAOT

pith:2023:YSAYOAOTVNGMUFSSMPIC5IDGCS
not attested not anchored not stored refs pending

Learning Trustworthy Model from Noisy Labels based on Rough Set for Surface Defect Detection

Bin Li, Kai Li, Tongzhi Niu, Weifeng Li, Yufeng Lin, Yuwei Li, Zhenrong Wang

arxiv:2301.10441 v1 · 2023-01-25 · cs.CV · eess.IV

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\usepackage{pith}
\pithnumber{YSAYOAOTVNGMUFSSMPIC5IDGCS}

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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 2026-07-05T05:35:51.132227Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c4818701d3ab4cca165263d02ea06614b8500a379b33b104d0a453a000f995c2

Aliases

arxiv: 2301.10441 · arxiv_version: 2301.10441v1 · doi: 10.48550/arxiv.2301.10441 · pith_short_12: YSAYOAOTVNGM · pith_short_16: YSAYOAOTVNGMUFSS · pith_short_8: YSAYOAOT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YSAYOAOTVNGMUFSSMPIC5IDGCS \
  | 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: c4818701d3ab4cca165263d02ea06614b8500a379b33b104d0a453a000f995c2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f8367346fe22a24f66987e4d1a9ecca1e85769826afb72ecd889616d17d0afb0",
    "cross_cats_sorted": [
      "eess.IV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-01-25T07:29:22Z",
    "title_canon_sha256": "54a5f69b87cc725618dcf47e3e15cbe9df92978c923822a4c5fb72c9a5a43433"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.10441",
    "kind": "arxiv",
    "version": 1
  }
}