Pith Number

pith:X5AHL4BG

pith:2018:X5AHL4BGWROMKOLRABP4RNAVED

not attested not anchored not stored refs pending

Data-parallel distributed training of very large models beyond GPU capacity

Amit Juneja, Anar Yusifov, Bryant Nelson, Max Grossman, Minsik Cho, Samuel Matzek

arxiv:1811.12174 v1 · 2018-11-29 · 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{X5AHL4BGWROMKOLRABP4RNAVED}

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	2026-05-17T23:59:34.213597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf4075f026b45cc53971005fc8b41520d14719d2bda0a790bf2d5f87c1af6562

Aliases

arxiv: 1811.12174 · arxiv_version: 1811.12174v1 · doi: 10.48550/arxiv.1811.12174 · pith_short_12: X5AHL4BGWROM · pith_short_16: X5AHL4BGWROMKOLR · pith_short_8: X5AHL4BG

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/X5AHL4BGWROMKOLRABP4RNAVED \
  | 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: bf4075f026b45cc53971005fc8b41520d14719d2bda0a790bf2d5f87c1af6562

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84dfe05461a9d054acc362521751c075b34e71d086731944f35163a8376b586c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2018-11-29T14:22:05Z",
    "title_canon_sha256": "9f67b995559506165223c06e7ff4e9d595f6919cc2a06baf332abc1eb3065282"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.12174",
    "kind": "arxiv",
    "version": 1
  }
}