Pith Number

pith:JMWPXTGX

pith:2024:JMWPXTGX57ODBNXYILO6PBKIXA

not attested not anchored not stored refs pending

Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning

Cheng Yang, Jie Ren, Weihang Chen, Zheng Wang, Zhiqiang Li

arxiv:2412.07062 v3 · 2024-12-10 · 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{JMWPXTGX57ODBNXYILO6PBKIXA}

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	2026-07-05T10:55:27.980508Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b2cfbccd7efdc30b6f842dde78548b8374290344b1af94fad4425f083b8baea

Aliases

arxiv: 2412.07062 · arxiv_version: 2412.07062v3 · doi: 10.48550/arxiv.2412.07062 · pith_short_12: JMWPXTGX57OD · pith_short_16: JMWPXTGX57ODBNXY · pith_short_8: JMWPXTGX

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/JMWPXTGX57ODBNXYILO6PBKIXA \
  | 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: 4b2cfbccd7efdc30b6f842dde78548b8374290344b1af94fad4425f083b8baea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e91021b21ae816495bc08ea5036954456452a728b9dc8d95e63d50fea2b7acb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T00:10:37Z",
    "title_canon_sha256": "33d80f8637f303ca35c34c01a1c7c968a4419c01f352a761854f6101d0891dd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07062",
    "kind": "arxiv",
    "version": 3
  }
}