Pith Number

pith:ZTD5PHVW

pith:2023:ZTD5PHVWLUAKI2PDJ76S7HH5RG

not attested not anchored not stored refs pending

Enhance Local Consistency in Federated Learning: A Multi-Step Inertial Momentum Approach

Bo Liu, Dacheng Tao, Li Shen, Yan Sun, Yixing Liu, Zhengtao Ding

arxiv:2302.05726 v1 · 2023-02-11 · eess.SY · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZTD5PHVWLUAKI2PDJ76S7HH5RG}

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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

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

Receipt and verification

First computed	2026-07-05T05:40:57.522094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ccc7d79eb65d00a469e34ffd2f9cfd89903fdc636ea3e901289b9647a5056951

Aliases

arxiv: 2302.05726 · arxiv_version: 2302.05726v1 · doi: 10.48550/arxiv.2302.05726 · pith_short_12: ZTD5PHVWLUAK · pith_short_16: ZTD5PHVWLUAKI2PD · pith_short_8: ZTD5PHVW

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/ZTD5PHVWLUAKI2PDJ76S7HH5RG \
  | 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: ccc7d79eb65d00a469e34ffd2f9cfd89903fdc636ea3e901289b9647a5056951

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "438803ed9171f1c895c0bbeb8dc261913d32b80d02cd864c86e6c4a3217c5d1e",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2023-02-11T15:46:28Z",
    "title_canon_sha256": "3ebd7dd6be2057857f4078b66cc51747d97878b52410b3e1d0ee3db19c1c3782"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.05726",
    "kind": "arxiv",
    "version": 1
  }
}