Pith Number

pith:CU3I4CVR

pith:2023:CU3I4CVRPWLKFHL2FH65ZXX3K7

not attested not anchored not stored refs pending

NIPD: A Federated Learning Person Detection Benchmark Based on Real-World Non-IID Data

Dongsheng Chen, Guangqiang Yin, Jie Fu, Kangning Yin, Xinhui Ji, Zhen Ding, Zhiguo Wang, Zhihua Dong

arxiv:2306.15932 v2 · 2023-06-28 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CU3I4CVRPWLKFHL2FH65ZXX3K7}

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

Enabling Federated Object Detection for Connected Autonomous Vehicles: A Deployment-Oriented Evaluation

Receipt and verification

First computed	2026-07-05T06:40:15.454250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15368e0ab17d96a29d7a29fddcdefb57db7c8ed17b9f6d2937d2deced5dce7fb

Aliases

arxiv: 2306.15932 · arxiv_version: 2306.15932v2 · doi: 10.48550/arxiv.2306.15932 · pith_short_12: CU3I4CVRPWLK · pith_short_16: CU3I4CVRPWLKFHL2 · pith_short_8: CU3I4CVR

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/CU3I4CVRPWLKFHL2FH65ZXX3K7 \
  | 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: 15368e0ab17d96a29d7a29fddcdefb57db7c8ed17b9f6d2937d2deced5dce7fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5cc45c92c40fad1cd93d067306f74e90873bdf107f727666bd8f9f91af2664c9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-06-28T05:33:11Z",
    "title_canon_sha256": "ae271b72a82846f5faf7870e3ddb562649ba748ea1f1a324c78c31a3c14425c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15932",
    "kind": "arxiv",
    "version": 2
  }
}