Pith Number

pith:GBGVEFWC

pith:2025:GBGVEFWC64RU2PFXSBJOQZJPF5

not attested not anchored not stored refs pending

Clustered Federated Learning for Generalizable FDIA Detection in Smart Grids with Heterogeneous Data

Chuyun Zhang, Guofu Liao, Junhong Liu, Yunfeng Li, Zhaohui Yang

arxiv:2507.14999 v2 · 2025-07-20 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GBGVEFWC64RU2PFXSBJOQZJPF5}

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	2026-07-05T11:48:05.824699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

304d5216c2f7234d3cb79052e8652f2f485a3433f9588e30311c913043b04b4c

Aliases

arxiv: 2507.14999 · arxiv_version: 2507.14999v2 · doi: 10.48550/arxiv.2507.14999 · pith_short_12: GBGVEFWC64RU · pith_short_16: GBGVEFWC64RU2PFX · pith_short_8: GBGVEFWC

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/GBGVEFWC64RU2PFXSBJOQZJPF5 \
  | 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: 304d5216c2f7234d3cb79052e8652f2f485a3433f9588e30311c913043b04b4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20734388d7da7a9f8785ad9bea060a33d1cc82ec3f0b65f46c52deaa3591f0fc",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-20T15:10:43Z",
    "title_canon_sha256": "a94244b9b02cf1ba5fa1b16244acfe1eda63d214f682229df0d5e3c309b5442c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14999",
    "kind": "arxiv",
    "version": 2
  }
}