Pith Number

pith:DGLFTKIY

pith:2023:DGLFTKIYPIBFFT3BFFODCZANN6

not attested not anchored not stored refs pending

Internal Cross-layer Gradients for Extending Homogeneity to Heterogeneity in Federated Learning

Edith C.-H. Ngai, Rui Zhou, Running Zhao, Yun-Hin Chan, Zhihan Jiang

arxiv:2308.11464 v2 · 2023-08-22 · 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{DGLFTKIYPIBFFT3BFFODCZANN6}

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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

Federated Learning with Sample-level Client Drift Mitigation

Receipt and verification

First computed	2026-07-05T07:49:13.350269Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

199659a9187a0252cf61295c31640d6f9e115e91c5c97e168f7a29d5c8caca28

Aliases

arxiv: 2308.11464 · arxiv_version: 2308.11464v2 · doi: 10.48550/arxiv.2308.11464 · pith_short_12: DGLFTKIYPIBF · pith_short_16: DGLFTKIYPIBFFT3B · pith_short_8: DGLFTKIY

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/DGLFTKIYPIBFFT3BFFODCZANN6 \
  | 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: 199659a9187a0252cf61295c31640d6f9e115e91c5c97e168f7a29d5c8caca28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ec53eb79f399bada1caac85631acb8a908ebedef4c90de8fcd6c0a2cccda1dd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-22T14:23:21Z",
    "title_canon_sha256": "c4630fea13707d29bbb3a0c6c9f46ff637302d4883ea39b7e488af1e91f7b317"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.11464",
    "kind": "arxiv",
    "version": 2
  }
}