Pith Number

pith:T5IBZUV3

pith:2024:T5IBZUV3B4LAIO7Y4XHNFWRQHU

not attested not anchored not stored refs pending

Unlocking the Potential of Weakly Labeled Data: A Co-Evolutionary Learning Framework for Abnormality Detection and Report Generation

Donghuan Lu, Dong Wei, Hong Liu, Hong Wang, Jinghan Sun, Liansheng Wang, Sotirios A. Tsaftaris, Steven McDonagh, Yefeng Zheng, Zhe Xu

arxiv:2412.13599 v1 · 2024-12-18 · cs.CV · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T5IBZUV3B4LAIO7Y4XHNFWRQHU}

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	2026-07-05T09:51:04.843606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f501cd2bb0f16043bf8e5ced2da303d235d8279d13e319c071a810e5a386c50

Aliases

arxiv: 2412.13599 · arxiv_version: 2412.13599v1 · doi: 10.48550/arxiv.2412.13599 · pith_short_12: T5IBZUV3B4LA · pith_short_16: T5IBZUV3B4LAIO7Y · pith_short_8: T5IBZUV3

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/T5IBZUV3B4LAIO7Y4XHNFWRQHU \
  | 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: 9f501cd2bb0f16043bf8e5ced2da303d235d8279d13e319c071a810e5a386c50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea084839e7d269f3c1a068dabaa6a0d4f34b68b45154548e7c20f0d9cddb82cc",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-18T08:31:26Z",
    "title_canon_sha256": "733118c6cc3a1c5118228d742a1aa24bf7964e4f60a90bfcff8d7582d001abb0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13599",
    "kind": "arxiv",
    "version": 1
  }
}