Pith Number

pith:RH55XTCJ

pith:2018:RH55XTCJKNSFOR7KYS5NCABFJ3

not attested not anchored not stored refs pending

Toward Understanding the Impact of Staleness in Distributed Machine Learning

Eric P. Xing, Hao Zhang, Nanqing Dong, Wei Dai, Yi Zhou

arxiv:1810.03264 v1 · 2018-10-08 · cs.LG · 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{RH55XTCJKNSFOR7KYS5NCABFJ3}

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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

Breaking the Capacity Bottleneck in Model-Heterogeneous Federated Learning via Gradual Model Restoration

Receipt and verification

First computed	2026-05-18T00:03:53.972845Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89fbdbcc4953645747eac4bad100254efea3f75e19c83dc15e1cf2fdc8644353

Aliases

arxiv: 1810.03264 · arxiv_version: 1810.03264v1 · doi: 10.48550/arxiv.1810.03264 · pith_short_12: RH55XTCJKNSF · pith_short_16: RH55XTCJKNSFOR7K · pith_short_8: RH55XTCJ

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/RH55XTCJKNSFOR7KYS5NCABFJ3 \
  | 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: 89fbdbcc4953645747eac4bad100254efea3f75e19c83dc15e1cf2fdc8644353

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28753e3877df49a7c93f15b1fda1af2a86652c05c01c544808adce1e121f1ad7",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-08T03:57:39Z",
    "title_canon_sha256": "49b6ffd86c1a3c010e2e1d8575b76925a5dc77ebfaae75f197d43efc246bf375"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.03264",
    "kind": "arxiv",
    "version": 1
  }
}