Pith Number

pith:REFMUZXE

pith:2023:REFMUZXE47FCAT2ZLC4TNCHGVT

not attested not anchored not stored refs pending

Scale-Aware Crowd Count Network with Annotation Error Correction

Jun-Wei Hsieh, Li Xin, Ming-Ching Chang, Yi-Kuan Hsieh, Yu-Chee Tseng

arxiv:2312.16771 v1 · 2023-12-28 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{REFMUZXE47FCAT2ZLC4TNCHGVT}

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.

Cited by

1 paper in Pith

LLMxCPG: Context-Aware Vulnerability Detection Through Code Property Graph-Guided Large Language Models

Receipt and verification

First computed	2026-07-05T07:28:35.115776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

890aca66e4e7ca204f5958b93688e6ace5a43e670959b677ca2d08b7f438429a

Aliases

arxiv: 2312.16771 · arxiv_version: 2312.16771v1 · doi: 10.48550/arxiv.2312.16771 · pith_short_12: REFMUZXE47FC · pith_short_16: REFMUZXE47FCAT2Z · pith_short_8: REFMUZXE

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/REFMUZXE47FCAT2ZLC4TNCHGVT \
  | 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: 890aca66e4e7ca204f5958b93688e6ace5a43e670959b677ca2d08b7f438429a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89a6c4818259038a66a7b487015a521d5bbf1e0c4de4cedde0842ee4934fa0c5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-28T01:36:38Z",
    "title_canon_sha256": "99799e6c17519de7f84d56cc746d6cdd36639c2a2153dcc25bdfef2f83541ec4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.16771",
    "kind": "arxiv",
    "version": 1
  }
}