Pith Number

pith:FNK2OM5K

pith:2024:FNK2OM5KOZZFN4BTAEOXLVESOJ

not attested not anchored not stored refs pending

On ADMM in Heterogeneous Federated Learning: Personalization, Robustness, and Fairness

Jinshan Zeng, Shengkun Zhu, Sheng Wang, Xiaodong Li, Yuan Sun, Yuan Yao, Zhiyong Peng

arxiv:2407.16397 v1 · 2024-07-23 · 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{FNK2OM5KOZZFN4BTAEOXLVESOJ}

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

FedAPM: Federated Learning via ADMM with Partial Model Personalization

Receipt and verification

First computed	2026-07-05T08:47:32.521861Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b55a733aa767256f033011d75d492725c0662e6e8eed89ec9429c77ac007d31

Aliases

arxiv: 2407.16397 · arxiv_version: 2407.16397v1 · doi: 10.48550/arxiv.2407.16397 · pith_short_12: FNK2OM5KOZZF · pith_short_16: FNK2OM5KOZZFN4BT · pith_short_8: FNK2OM5K

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/FNK2OM5KOZZFN4BTAEOXLVESOJ \
  | 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: 2b55a733aa767256f033011d75d492725c0662e6e8eed89ec9429c77ac007d31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf9cbe5d6443dfac38ed36ab56a7b7aec168881917a0c8b461077521d1145fa3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-23T11:35:42Z",
    "title_canon_sha256": "053774eaace5897fd623500b67b69087ad21d00945510996f2118a9229dceec7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.16397",
    "kind": "arxiv",
    "version": 1
  }
}