Pith Number

pith:6RAOYQZV

pith:2023:6RAOYQZVVSZRNF34DHOPKTJPKJ

not attested not anchored not stored refs pending

Fusion of Global and Local Knowledge for Personalized Federated Learning

Dacheng Tao, Li Shen, Tiansheng Huang, Weiwei Lin, Yan Sun

arxiv:2302.11051 v1 · 2023-02-21 · 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{6RAOYQZVVSZRNF34DHOPKTJPKJ}

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

2 papers in Pith

Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey

Rethinking the Personalized Relaxed Initialization in the Federated Learning: Consistency and Generalization

Receipt and verification

First computed	2026-07-05T05:44:29.905817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f440ec4335acb316977c19dcf54d2f5259ce98ec2ee953254fda54d8041b3e9b

Aliases

arxiv: 2302.11051 · arxiv_version: 2302.11051v1 · doi: 10.48550/arxiv.2302.11051 · pith_short_12: 6RAOYQZVVSZR · pith_short_16: 6RAOYQZVVSZRNF34 · pith_short_8: 6RAOYQZV

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/6RAOYQZVVSZRNF34DHOPKTJPKJ \
  | 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: f440ec4335acb316977c19dcf54d2f5259ce98ec2ee953254fda54d8041b3e9b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "494d0d4a9fdc66adcd5ab27bc88b2417cf8179049880ded63bab7f08ea4e1499",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-21T23:09:45Z",
    "title_canon_sha256": "5d780a11b6a454f1678c5d05fb4d125b819a27b949be3741f8c11f7a7124737c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.11051",
    "kind": "arxiv",
    "version": 1
  }
}