Pith Number

pith:F5H46Y2V

pith:2023:F5H46Y2V7P7D7AZOAI2OSEJP6H

not attested not anchored not stored refs pending

Navigating Data Heterogeneity in Federated Learning A Semi-Supervised Federated Object Detection

Christian Lau, Eric Lin, Junu Lee, Taehyeon Kim, Vaikkunth Mugunthan

arxiv:2310.17097 v3 · 2023-10-26 · cs.CV · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F5H46Y2V7P7D7AZOAI2OSEJP6H}

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	2026-07-05T07:29:40.275075Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f4fcf6355fbfe3f832e0234e9112ff1d6c1fe0a0dc98303ffe5ff80ec1dd5bb

Aliases

arxiv: 2310.17097 · arxiv_version: 2310.17097v3 · doi: 10.48550/arxiv.2310.17097 · pith_short_12: F5H46Y2V7P7D · pith_short_16: F5H46Y2V7P7D7AZO · pith_short_8: F5H46Y2V

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/F5H46Y2V7P7D7AZOAI2OSEJP6H \
  | 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: 2f4fcf6355fbfe3f832e0234e9112ff1d6c1fe0a0dc98303ffe5ff80ec1dd5bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dafda1960788ed5015be72c36abde7a7e9620074a5c63cb2ab5373fd2380083f",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-26T01:40:28Z",
    "title_canon_sha256": "3fb057f56f42729fba7a3ce21e19dfb0c7e99155670aa70c277a3f071609b29f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.17097",
    "kind": "arxiv",
    "version": 3
  }
}