Pith Number

pith:SGBS4LFG

pith:2024:SGBS4LFGOH4TJCA6PZEVH62RUR

not attested not anchored not stored refs pending

PartIR: Composing SPMD Partitioning Strategies for Machine Learning

Adam Paszke, Agnieszka Swietlik, Bart Chrzaszcz, Daniel Belov, Dimitrios Vytiniotis, Dominik Grewe, Dougal Maclaurin, James Molloy, Joel Wee, Juliana Franco, Michael Schaarschmidt, Norman A. Rink, Sami Alabed, Tamara Norman, Timur Sitdikov, Tom Natan, Xiaoyue Pan

arxiv:2401.11202 v4 · 2024-01-20 · cs.LG · cs.DC · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SGBS4LFGOH4TJCA6PZEVH62RUR}

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

1 paper in Pith

Scaling Deep Learning Training with MPMD Pipeline Parallelism

Receipt and verification

First computed	2026-07-05T10:58:59.067622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91832e2ca671f934881e7e4953fb51a459afb54a86568115641def7a4b05d76b

Aliases

arxiv: 2401.11202 · arxiv_version: 2401.11202v4 · doi: 10.48550/arxiv.2401.11202 · pith_short_12: SGBS4LFGOH4T · pith_short_16: SGBS4LFGOH4TJCA6 · pith_short_8: SGBS4LFG

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/SGBS4LFGOH4TJCA6PZEVH62RUR \
  | 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: 91832e2ca671f934881e7e4953fb51a459afb54a86568115641def7a4b05d76b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "535be9b87cb5cbde850114823ca407ede92efb55a627f64a1da389abeb4c6560",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-20T10:30:31Z",
    "title_canon_sha256": "f94cd8bce9082e5c7faf3940de65b601f901f04f9b98d7a50195628eebb9268f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.11202",
    "kind": "arxiv",
    "version": 4
  }
}