Pith Number

pith:NG7OJANZ

pith:2015:NG7OJANZHDSZ6TP3NRAVOBXA44

not attested not anchored not stored refs pending

Strategies and Principles of Distributed Machine Learning on Big Data

Eric P. Xing, Pengtao Xie, Qirong Ho, Wei Dai

arxiv:1512.09295 v1 · 2015-12-31 · stat.ML · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NG7OJANZHDSZ6TP3NRAVOBXA44}

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.

Receipt and verification

First computed	2026-05-18T01:23:32.734783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69bee481b938e59f4dfb6c415706e0e7090175d5ccb53c178a65fd2bbed4acb6

Aliases

arxiv: 1512.09295 · arxiv_version: 1512.09295v1 · doi: 10.48550/arxiv.1512.09295 · pith_short_12: NG7OJANZHDSZ · pith_short_16: NG7OJANZHDSZ6TP3 · pith_short_8: NG7OJANZ

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/NG7OJANZHDSZ6TP3NRAVOBXA44 \
  | 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: 69bee481b938e59f4dfb6c415706e0e7090175d5ccb53c178a65fd2bbed4acb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d93c6a292d7cdb979ece3b7444797ce595db55df3aa3edf8edaa1b9888c27ae",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2015-12-31T14:33:53Z",
    "title_canon_sha256": "6ab18873f8b49b6fb98a106bb5c363d1bb39eeb802d3ef2a28336e217d073e89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1512.09295",
    "kind": "arxiv",
    "version": 1
  }
}