Pith Number

pith:5DF2UPFF

pith:2021:5DF2UPFFGCYZXHOWE7PZXV6NF2

not attested not anchored not stored refs pending

Automap: Towards Ergonomic Automated Parallelism for ML Models

Adam Paszke, Dan Belov, Dimitrios Vytiniotis, Dominik Grewe, Georg Stefan Schmid, James Molloy, Jonathan Godwin, Michael Schaarschmidt, Norman Alexander Rink, Tamara Norman, Vinod Nair

arxiv:2112.02958 v1 · 2021-12-06 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5DF2UPFFGCYZXHOWE7PZXV6NF2}

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

2 papers in Pith

MLCommons Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces

Receipt and verification

First computed	2026-07-05T03:37:59.870001Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8cbaa3ca530b19b9dd627df9bd7cd2e92c9b492e3d807a014434435f716bf73

Aliases

arxiv: 2112.02958 · arxiv_version: 2112.02958v1 · doi: 10.48550/arxiv.2112.02958 · pith_short_12: 5DF2UPFFGCYZ · pith_short_16: 5DF2UPFFGCYZXHOW · pith_short_8: 5DF2UPFF

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/5DF2UPFFGCYZXHOWE7PZXV6NF2 \
  | 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: e8cbaa3ca530b19b9dd627df9bd7cd2e92c9b492e3d807a014434435f716bf73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38087b6a8a53e307d21244c3f7438e50a1fff022f8e95a2a935da9832ffd58b3",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-06T12:09:38Z",
    "title_canon_sha256": "2bec5e8a783ef66e50315f61540355f8637006520ebdc71e37fae2ead69a4681"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.02958",
    "kind": "arxiv",
    "version": 1
  }
}