Pith Number

pith:UTQJOUNI

pith:2025:UTQJOUNI6EE4JEXWGCWE54CII6

not attested not anchored not stored refs pending

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity

Haoxiang Ye, Qing Ling, Tao Sun

arxiv:2506.09438 v1 · 2025-06-11 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UTQJOUNI6EE4JEXWGCWE54CII6}

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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

Stability and Generalization for Decentralized Markov SGD

Receipt and verification

First computed	2026-07-05T11:19:37.170651Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4e09751a8f109c492f630ac4ef048478734bc960adf00e79e30344ce6442744

Aliases

arxiv: 2506.09438 · arxiv_version: 2506.09438v1 · doi: 10.48550/arxiv.2506.09438 · pith_short_12: UTQJOUNI6EE4 · pith_short_16: UTQJOUNI6EE4JEXW · pith_short_8: UTQJOUNI

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/UTQJOUNI6EE4JEXWGCWE54CII6 \
  | 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: a4e09751a8f109c492f630ac4ef048478734bc960adf00e79e30344ce6442744

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "695bf613084dcc846b19365bd315b4e9e2b05c0b51b74789aba8b6357245f0ad",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-11T06:44:34Z",
    "title_canon_sha256": "af9e7e2288e88b65d4609ce1689b358ded3cb5b62ebec14e73858eed14fcfefe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09438",
    "kind": "arxiv",
    "version": 1
  }
}