Pith Number

pith:V22IXVKL

pith:2023:V22IXVKLC6J3LE4XGVDVYIOPOJ

not attested not anchored not stored refs pending

FedDRL: A Trustworthy Federated Learning Model Fusion Method Based on Staged Reinforcement Learning

Chee Wei Tan, Cihao Dong, Leiming Chen, Sibo Qiao, Weishan Zhang, Yuming Nie, Zhaoxiang Hou, Ziling Huang

arxiv:2307.13716 v4 · 2023-07-25 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V22IXVKLC6J3LE4XGVDVYIOPOJ}

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	2026-07-05T07:57:42.242881Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aeb48bd54b1793b5939735475c21cf727fe40813a0e3c9fec7a05df700ce220a

Aliases

arxiv: 2307.13716 · arxiv_version: 2307.13716v4 · doi: 10.48550/arxiv.2307.13716 · pith_short_12: V22IXVKLC6J3 · pith_short_16: V22IXVKLC6J3LE4X · pith_short_8: V22IXVKL

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/V22IXVKLC6J3LE4XGVDVYIOPOJ \
  | 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: aeb48bd54b1793b5939735475c21cf727fe40813a0e3c9fec7a05df700ce220a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e46f0f893d941920e42e323c7eb12cbc3713407c84a5b2d0fedffbdbef0eedf5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-25T17:24:32Z",
    "title_canon_sha256": "6da883b930a50ce1f3b2468f22e33a4bd2b9d0aa3354a843f9e564ca9758a7a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.13716",
    "kind": "arxiv",
    "version": 4
  }
}