Pith Number

pith:D2B7FWNI

pith:2024:D2B7FWNIA4TTO4IWJ6RVFBY4I6

not attested not anchored not stored refs pending

REFOL: Resource-Efficient Federated Online Learning for Traffic Flow Forecasting

Min Liu, Muhammad Bilal, Qingxiang Liu, Sheng Sun, Xiaolong Xu, Xujing Li, Yuwei Wang, Yuxuan Liang, Yu Zheng

arxiv:2411.14046 v1 · 2024-11-21 · 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{D2B7FWNIA4TTO4IWJ6RVFBY4I6}

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	2026-07-05T09:38:40.931792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e83f2d9a807273771164fa352871c478c4e1e5831c53bb7f167c606b45bbdbc

Aliases

arxiv: 2411.14046 · arxiv_version: 2411.14046v1 · doi: 10.48550/arxiv.2411.14046 · pith_short_12: D2B7FWNIA4TT · pith_short_16: D2B7FWNIA4TTO4IW · pith_short_8: D2B7FWNI

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/D2B7FWNIA4TTO4IWJ6RVFBY4I6 \
  | 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: 1e83f2d9a807273771164fa352871c478c4e1e5831c53bb7f167c606b45bbdbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad899e0f70b88cba44dddb1e90c52a3d83af2ac8aa9bef08996bcabfe78a1e73",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-21T11:50:17Z",
    "title_canon_sha256": "c6eba8973f744d57bf7855acf8df4424c51ebf6a9ae91c3713f5e31524fd5009"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14046",
    "kind": "arxiv",
    "version": 1
  }
}