Pith Number

pith:VNCAGBUP

pith:2023:VNCAGBUPQ3Z2REC3JS4YYVT6HI

not attested not anchored not stored refs pending

Reinforcement Federated Learning Method Based on Adaptive OPTICS Clustering

Junping Du, Tianyu Zhao, Yingxia Shao, Zeli Guan

arxiv:2306.12859 v2 · 2023-06-22 · 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{VNCAGBUPQ3Z2REC3JS4YYVT6HI}

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	2026-07-05T06:24:01.377095Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab4403068f86f3a8905b4cb98c567e3a29514f45f2b20c3bc771bd6d57e69065

Aliases

arxiv: 2306.12859 · arxiv_version: 2306.12859v2 · doi: 10.48550/arxiv.2306.12859 · pith_short_12: VNCAGBUPQ3Z2 · pith_short_16: VNCAGBUPQ3Z2REC3 · pith_short_8: VNCAGBUP

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/VNCAGBUPQ3Z2REC3JS4YYVT6HI \
  | 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: ab4403068f86f3a8905b4cb98c567e3a29514f45f2b20c3bc771bd6d57e69065

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52e50741436880697402072a7041bf9bee2d58faf73449af27568e6231f4d996",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-22T13:11:19Z",
    "title_canon_sha256": "6a9ef11a676dba4d5e677491eb8c541c72d654a15964a048babeb5479885ed16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.12859",
    "kind": "arxiv",
    "version": 2
  }
}