Pith Number

pith:T5KOPKEZ

pith:2019:T5KOPKEZIJ6S2LTOYXOLAM5LEF

not attested not anchored not stored refs pending

Ouroboros: On Accelerating Training of Transformer-Based Language Models

Heng Huang, Lawrence Carin, Qian Yang, Wenlin Wang, Zhouyuan Huo

arxiv:1909.06695 v1 · 2019-09-14 · cs.CL · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T5KOPKEZIJ6S2LTOYXOLAM5LEF}

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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

On the Acceleration of Deep Learning Model Parallelism with Staleness

Receipt and verification

First computed	2026-07-05T00:04:48.743399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f54e7a899427d2d2e6ec5dcb033ab216be64712864a2d2f473692905989a9c7

Aliases

arxiv: 1909.06695 · arxiv_version: 1909.06695v1 · doi: 10.48550/arxiv.1909.06695 · pith_short_12: T5KOPKEZIJ6S · pith_short_16: T5KOPKEZIJ6S2LTO · pith_short_8: T5KOPKEZ

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/T5KOPKEZIJ6S2LTOYXOLAM5LEF \
  | 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: 9f54e7a899427d2d2e6ec5dcb033ab216be64712864a2d2f473692905989a9c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f67a7da9ec1557d4bcdb92241a3a2dbf8f302d96f7e6214d9ad4deba54a472c9",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-09-14T23:21:56Z",
    "title_canon_sha256": "4d82a6dac14dec501e2f810d5bd037700d9c90d9e412024e1d2d1a4c5d3d7e1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.06695",
    "kind": "arxiv",
    "version": 1
  }
}