Pith Number

pith:HAX7OHJK

pith:2022:HAX7OHJKYRDOP3FGG5FH5UABFO

not attested not anchored not stored refs pending

FedTP: Federated Learning by Transformer Personalization

Chin-Teng Lin, Hongxia Li, Jiangnan Tang, Jingya Wang, Weiping Ding, Ye Shi, Zhongyi Cai

arxiv:2211.01572 v2 · 2022-11-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HAX7OHJKYRDOP3FGG5FH5UABFO}

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.

Cited by

1 paper in Pith

FedFrozen: Two-Stage Federated Optimization via Attention Kernel Freezing

Receipt and verification

First computed	2026-07-05T06:02:01.337378Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

382ff71d2ac446e7eca6374a7ed0012bbcd8440010bca20466c7812b4621c9ef

Aliases

arxiv: 2211.01572 · arxiv_version: 2211.01572v2 · doi: 10.48550/arxiv.2211.01572 · pith_short_12: HAX7OHJKYRDO · pith_short_16: HAX7OHJKYRDOP3FG · pith_short_8: HAX7OHJK

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/HAX7OHJKYRDOP3FGG5FH5UABFO \
  | 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: 382ff71d2ac446e7eca6374a7ed0012bbcd8440010bca20466c7812b4621c9ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c414523cb08e737a1c659cdb7d7e6d057fb16b2c371a3ecc5b20b8210c158ec",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-03T03:42:11Z",
    "title_canon_sha256": "c9a7aa9a2f55695873f984f43a1f7f01a2d4498310380bf9567632b9f1d5f414"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01572",
    "kind": "arxiv",
    "version": 2
  }
}