Pith Number

pith:PO5KQCAB

pith:2024:PO5KQCAB3CXBOF2FNUDF3V7ORR

not attested not anchored not stored refs pending

Tackling Data Heterogeneity in Federated Time Series Forecasting

Guanhua Ye, Hongzhi Yin, Quoc Viet Hung Nguyen, Wei Yuan, Xiangyu Zhao, Yang Cao

arxiv:2411.15716 v1 · 2024-11-24 · cs.LG · cs.CR · 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{PO5KQCAB3CXBOF2FNUDF3V7ORR}

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	2026-07-05T09:40:01.620964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7bbaa80801d8ae1717456d065dd7ee8c4ad341b022706494c55a2f2cd3825de5

Aliases

arxiv: 2411.15716 · arxiv_version: 2411.15716v1 · doi: 10.48550/arxiv.2411.15716 · pith_short_12: PO5KQCAB3CXB · pith_short_16: PO5KQCAB3CXBOF2F · pith_short_8: PO5KQCAB

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/PO5KQCAB3CXBOF2FNUDF3V7ORR \
  | 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: 7bbaa80801d8ae1717456d065dd7ee8c4ad341b022706494c55a2f2cd3825de5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a04879ff1359c70808aadb8920671d417cf007a574aad17be75971c009154612",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-24T04:56:45Z",
    "title_canon_sha256": "50063c63e6768877495776e5d698d03c4e22338bc91b3cde8fe30cb2f811e0f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15716",
    "kind": "arxiv",
    "version": 1
  }
}