Pith Number

pith:TZOJ7NVT

pith:2023:TZOJ7NVTNM4TQC3QAHVQAMSOP2

not attested not anchored not stored refs pending

The Prospect of Enhancing Large-Scale Heterogeneous Federated Learning with Transformers

Chengyi Yang, Han Yu, Yulan Gao, Zengxiang Li, Zhaoxiang Hou

arxiv:2308.03945 v2 · 2023-08-07 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TZOJ7NVTNM4TQC3QAHVQAMSOP2}

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	2026-07-05T06:43:24.792957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e5c9fb6b36b39380b7001eb00324e7ea90e9bbb0c881a8ab8cde83dfa168dc3

Aliases

arxiv: 2308.03945 · arxiv_version: 2308.03945v2 · doi: 10.48550/arxiv.2308.03945 · pith_short_12: TZOJ7NVTNM4T · pith_short_16: TZOJ7NVTNM4TQC3Q · pith_short_8: TZOJ7NVT

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/TZOJ7NVTNM4TQC3QAHVQAMSOP2 \
  | 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: 9e5c9fb6b36b39380b7001eb00324e7ea90e9bbb0c881a8ab8cde83dfa168dc3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45838558721c8181c572aca5e0d6e986f2b000e80dce58552446aef554d72833",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-07T23:27:20Z",
    "title_canon_sha256": "382617537307023991bf69ba393ab9538ef1860e2bfd90ac51159b73550ebb84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.03945",
    "kind": "arxiv",
    "version": 2
  }
}