Pith Number

pith:FNY6KM6G

pith:2024:FNY6KM6GU5WMQZ3EES7B3A7EFD

not attested not anchored not stored refs pending

Communication-Efficient Personalized Federal Graph Learning via Low-Rank Decomposition

Can Ma, Rong Yin, Ruyue Liu, Weiping Wang, Xiangzhen Bo, Xiaoshuai Hao, Xingrui Zhou, Yong Liu

arxiv:2412.13442 v1 · 2024-12-18 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FNY6KM6GU5WMQZ3EES7B3A7EFD}

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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.

Cited by

1 paper in Pith

Federated Learning with Graph-Based Aggregation for Traffic Forecasting

Receipt and verification

First computed	2026-07-05T09:51:01.869308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b71e533c6a76cc8676424be1d83e428ea0f7778f4bc8d6db2494ef2db901c7d

Aliases

arxiv: 2412.13442 · arxiv_version: 2412.13442v1 · doi: 10.48550/arxiv.2412.13442 · pith_short_12: FNY6KM6GU5WM · pith_short_16: FNY6KM6GU5WMQZ3E · pith_short_8: FNY6KM6G

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/FNY6KM6GU5WMQZ3EES7B3A7EFD \
  | 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: 2b71e533c6a76cc8676424be1d83e428ea0f7778f4bc8d6db2494ef2db901c7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec070f56727fc1b395aaca9d1e1271493adbbbe6b780452939dd544c0a27fc20",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T02:26:07Z",
    "title_canon_sha256": "7ce646b7215a3c4bda3141d5d9e21e1cc84e63439095edd6c5f11c58a6c814f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13442",
    "kind": "arxiv",
    "version": 1
  }
}