Pith Number

pith:CUDBGRGI

pith:2025:CUDBGRGIYWU5DPTGD7VFEPSOBE

not attested not anchored not stored refs pending

AugFL: Augmenting Federated Learning with Pretrained Models

Junshan Zhang, Ju Ren, Sheng Yue, Yaoxue Zhang, Yongheng Deng, Zerui Qin

arxiv:2503.02154 v1 · 2025-03-04 · 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{CUDBGRGIYWU5DPTGD7VFEPSOBE}

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

Efficient Federated Learning with Heterogeneous Data and Adaptive Dropout

Receipt and verification

First computed	2026-07-05T10:23:37.851585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15061344c8c5a9d1be661fea523e4e093f3dee9c6943da7fba0149592fac485c

Aliases

arxiv: 2503.02154 · arxiv_version: 2503.02154v1 · doi: 10.48550/arxiv.2503.02154 · pith_short_12: CUDBGRGIYWU5 · pith_short_16: CUDBGRGIYWU5DPTG · pith_short_8: CUDBGRGI

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/CUDBGRGIYWU5DPTGD7VFEPSOBE \
  | 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: 15061344c8c5a9d1be661fea523e4e093f3dee9c6943da7fba0149592fac485c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07ce080b7e1ff9c1fd9b243b83b947245f68705a4d6cd9885a2f2c68a6e59d61",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-04T00:37:33Z",
    "title_canon_sha256": "beeb07fb27edceceb5a9050b876ad7e2c6be530783ea11dbf734140603c8239a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02154",
    "kind": "arxiv",
    "version": 1
  }
}