Pith Number

pith:E7UYYBI2

pith:2025:E7UYYBI25ULP76C7E5BMSPTQAU

not attested not anchored not stored refs pending

A Survey on Foundation Models for Personalized Federated Intelligence

Apurba Adhikary, Avi Deb Raha, Choong Seon Hong, Dusit Niyato, Eui-Nam Huh, Huy Q. Le, Loc X. Nguyen, Mengchun Zhang, Phuong-Nam Tran, Yu Qiao

arxiv:2505.06907 v2 · 2025-05-11 · cs.AI · cs.CV · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E7UYYBI25ULP76C7E5BMSPTQAU}

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	2026-05-20T00:04:09.351513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27e98c051aed16fff85f2742c93e70053c0cd9f5b01718e68d27c0a0aa0e2273

Aliases

arxiv: 2505.06907 · arxiv_version: 2505.06907v2 · doi: 10.48550/arxiv.2505.06907 · pith_short_12: E7UYYBI25ULP · pith_short_16: E7UYYBI25ULP76C7 · pith_short_8: E7UYYBI2

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/E7UYYBI25ULP76C7E5BMSPTQAU \
  | 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: 27e98c051aed16fff85f2742c93e70053c0cd9f5b01718e68d27c0a0aa0e2273

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa955d4c9d3c7747a4e043729773a925166159d82172474fb2c379af4e6ce249",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-11T08:57:53Z",
    "title_canon_sha256": "45b711bf997b98e03a3cbb418f10b48f7d4c830e4faabf76e3a85d28f37bc609"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06907",
    "kind": "arxiv",
    "version": 2
  }
}