Pith Number

pith:LFOP2BZD

pith:2022:LFOP2BZD33MIH57NR33SZI4B7T

not attested not anchored not stored refs pending

Pathways: Asynchronous Distributed Dataflow for ML

Aakanksha Chowdhery, Brennan Saeta, Chandramohan A. Thekkath, Dan Hurt, Hyeontaek Lim, Jeff Dean, Laurent El Shafey, Michael Isard, Parker Schuh, Paul Barham, Ruoming Pang, Ryan Sepassi, Sanjay Ghemawat, Steven Hand, Sudip Roy, Yonghui Wu

arxiv:2203.12533 v1 · 2022-03-23 · 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{LFOP2BZD33MIH57NR33SZI4B7T}

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

5 papers in Pith

Piper: A Programmable Distributed Training System

CoCa: Contrastive Captioners are Image-Text Foundation Models

Unifying Dynamical Systems and Graph Theory to Mechanistically Understand Computation in Neural Networks

PaLM: Scaling Language Modeling with Pathways

Unifying Dynamical Systems and Graph Theory to Mechanistically Understand Computation in Neural Networks

Receipt and verification

First computed	2026-07-05T04:08:00.560654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

595cfd0723ded883f7ed8ef72ca381fccc7f1f1b95f6ed8b39e1c9c96e2f7b00

Aliases

arxiv: 2203.12533 · arxiv_version: 2203.12533v1 · doi: 10.48550/arxiv.2203.12533 · pith_short_12: LFOP2BZD33MI · pith_short_16: LFOP2BZD33MIH57N · pith_short_8: LFOP2BZD

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/LFOP2BZD33MIH57NR33SZI4B7T \
  | 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: 595cfd0723ded883f7ed8ef72ca381fccc7f1f1b95f6ed8b39e1c9c96e2f7b00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec2906d00f91ccf48a455bd36a541d0fce5bbeb01505f1ad29fd59b8e4a51dec",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2022-03-23T16:50:53Z",
    "title_canon_sha256": "85e5acbb128ff007431a9c2c0f21aefe93faec9bb3ae8e43825c58f48aed85ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.12533",
    "kind": "arxiv",
    "version": 1
  }
}