Pith Number

pith:QFEKD23C

pith:2023:QFEKD23CM2ZNB55BWJ4IL7VWXM

not attested not anchored not stored refs pending

Dynamic Fair Federated Learning Based on Reinforcement Learning

Jia Wang, Junping Du, Weikang Chen, Yangxi Zhou, Yingxia Shao

arxiv:2311.00959 v1 · 2023-11-02 · cs.LG · cs.CY · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QFEKD23CM2ZNB55BWJ4IL7VWXM}

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	2026-07-05T07:08:18.334248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8148a1eb6266b2d0f7a1b27885feb6bb1a0ac77c36f360fd27bd83926dc58843

Aliases

arxiv: 2311.00959 · arxiv_version: 2311.00959v1 · doi: 10.48550/arxiv.2311.00959 · pith_short_12: QFEKD23CM2ZN · pith_short_16: QFEKD23CM2ZNB55B · pith_short_8: QFEKD23C

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/QFEKD23CM2ZNB55BWJ4IL7VWXM \
  | 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: 8148a1eb6266b2d0f7a1b27885feb6bb1a0ac77c36f360fd27bd83926dc58843

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32a2f2d9ce998609082b69ab136b9ae77ac001a7c579ad1f82869ae8893f8042",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.IT",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-02T03:05:40Z",
    "title_canon_sha256": "a53c33e8c9ec2504c29dc72c3d4db2a2b8bf7a2796a50069b8dbe30b9fc9b682"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00959",
    "kind": "arxiv",
    "version": 1
  }
}