Pith Number

pith:PYXQG6NY

pith:2024:PYXQG6NYGAMTYO7SR6XQMUHCS4

not attested not anchored not stored refs pending

Vision-Language Models are Strong Noisy Label Detectors

Chun-Shu Li, Hao-Tian Li, Jiang-Xin Shi, Min-Ling Zhang, Tong Wei, Yu-Feng Li

arxiv:2409.19696 v1 · 2024-09-29 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{PYXQG6NYGAMTYO7SR6XQMUHCS4}

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Record completeness

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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.

Cited by

1 paper in Pith

Sanitizing Manufacturing Dataset Labels Using Vision-Language Models

Receipt and verification

First computed	2026-07-05T09:13:21.164162Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e2f0379b830193c3bf28faf0650e29716eff6d0306c720fdfcff4e2fc777628

Aliases

arxiv: 2409.19696 · arxiv_version: 2409.19696v1 · doi: 10.48550/arxiv.2409.19696 · pith_short_12: PYXQG6NYGAMT · pith_short_16: PYXQG6NYGAMTYO7S · pith_short_8: PYXQG6NY

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/PYXQG6NYGAMTYO7SR6XQMUHCS4 \
  | 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: 7e2f0379b830193c3bf28faf0650e29716eff6d0306c720fdfcff4e2fc777628

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "416a694cf63432006ee56c8588c8e09006446676ab2170cc0f0c363c221c2b69",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-29T12:55:17Z",
    "title_canon_sha256": "c3ce82885cbe353c8e95de6babe9ab7096439742f6b8b253e8c23aeaccdf64c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.19696",
    "kind": "arxiv",
    "version": 1
  }
}