Pith Number

pith:ZAYTCIKC

pith:2018:ZAYTCIKC26QSWYWT56HRIBYCOA

not attested not anchored not stored refs pending

Generalized Byzantine-tolerant SGD

Cong Xie, Indranil Gupta, Oluwasanmi Koyejo

arxiv:1802.10116 v3 · 2018-02-27 · cs.DC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZAYTCIKC26QSWYWT56HRIBYCOA}

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

4 papers in Pith

Generalized Rank Regression

RESIST: Resilient Decentralized Learning Using Consensus Gradient Descent

Practical Validity Conditions for Byzantine-Tolerant Federated Learning

Byzantine-Robust Distributed SGD: A Unified Analysis and Tight Error Bounds

Receipt and verification

First computed	2026-05-18T00:20:13.546991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c831312142d7a12b62d3ef8f1407027005bacf50099bbe074641ac622a482501

Aliases

arxiv: 1802.10116 · arxiv_version: 1802.10116v3 · doi: 10.48550/arxiv.1802.10116 · pith_short_12: ZAYTCIKC26QS · pith_short_16: ZAYTCIKC26QSWYWT · pith_short_8: ZAYTCIKC

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/ZAYTCIKC26QSWYWT56HRIBYCOA \
  | 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: c831312142d7a12b62d3ef8f1407027005bacf50099bbe074641ac622a482501

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9ff9f0b7b1a99ba791d74735f18b9f1fe80d90601ce74ef7b86223a6c124761",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2018-02-27T19:06:15Z",
    "title_canon_sha256": "a3d8688322f88710972591c0d3139a025ad3e87bbfec15fc454f61e412db6f5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.10116",
    "kind": "arxiv",
    "version": 3
  }
}