Pith Number

pith:QOUVVFZH

pith:2023:QOUVVFZH2Y23GZFZNCLPZB6D5P

not attested not anchored not stored refs pending

Epidemic Decision-making System Based Federated Reinforcement Learning

Junping Du, Weikang Chen, Yangxi Zhou, Zhenhui Pan, Zhe Xue

arxiv:2311.01749 v1 · 2023-11-03 · cs.LG · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QOUVVFZH2Y23GZFZNCLPZB6D5P}

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	2026-07-05T07:08:44.673412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83a95a9727d635b364b96896fc87c3ebef2bc1ef707d080b911d4db21691b0bb

Aliases

arxiv: 2311.01749 · arxiv_version: 2311.01749v1 · doi: 10.48550/arxiv.2311.01749 · pith_short_12: QOUVVFZH2Y23 · pith_short_16: QOUVVFZH2Y23GZFZ · pith_short_8: QOUVVFZH

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/QOUVVFZH2Y23GZFZNCLPZB6D5P \
  | 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: 83a95a9727d635b364b96896fc87c3ebef2bc1ef707d080b911d4db21691b0bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91f0835a4f9225156744b48c248e9aae75eed535c96138d1c013b7f6bc3b63a6",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-03T06:57:41Z",
    "title_canon_sha256": "bc072cdee6d8e90cf0cd48fff678ef88ae5c57ce1cb5b63a90754d94c4dcd103"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.01749",
    "kind": "arxiv",
    "version": 1
  }
}