Pith Number

pith:3PESEQ43

pith:2018:3PESEQ43EVWKC6AUZMT6SUTXWB

not attested not anchored not stored refs pending

Mesh-TensorFlow: Deep Learning for Supercomputers

Ashish Vaswani, Blake Hechtman, Cliff Young, Dustin Tran, HyoukJoong Lee, Mingsheng Hong, Niki Parmar, Noam Shazeer, Penporn Koanantakool, Peter Hawkins, Ryan Sepassi, Youlong Cheng

arxiv:1811.02084 v1 · 2018-11-05 · 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{3PESEQ43EVWKC6AUZMT6SUTXWB}

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

7 papers in Pith

Scaling Laws for Transfer

ZeRO: Memory Optimizations Toward Training Trillion Parameter Models

Reformer: The Efficient Transformer

A General Language Assistant as a Laboratory for Alignment

Language Models (Mostly) Know What They Know

Receipt and verification

First computed	2026-05-18T00:01:25.083097Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dbc922439b256ca17814cb27e95277b057dca2f72edbadaf25fcd2f0c8b596db

Aliases

arxiv: 1811.02084 · arxiv_version: 1811.02084v1 · doi: 10.48550/arxiv.1811.02084 · pith_short_12: 3PESEQ43EVWK · pith_short_16: 3PESEQ43EVWKC6AU · pith_short_8: 3PESEQ43

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/3PESEQ43EVWKC6AUZMT6SUTXWB \
  | 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: dbc922439b256ca17814cb27e95277b057dca2f72edbadaf25fcd2f0c8b596db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9ffc5853e135df3a9900b14d3ddd78fe513191f384e5fe271a9c059b80b1337",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-05T23:25:02Z",
    "title_canon_sha256": "11a3aa1674bcf71f0b2b94ad6a399c147cfa941b0eb3c9d41885a123c3dcb541"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.02084",
    "kind": "arxiv",
    "version": 1
  }
}