Pith Number

pith:OFV54IES

pith:2018:OFV54IESPA4J5CCBXGJNVNMGFG

not attested not anchored not stored refs pending

Dynamic Control Flow in Large-Scale Machine Learning

Andy Davis, Derek Murray, Eugene Brevdo, Jeff Dean, Manjunath Kudlur, Mart\'in Abadi, Michael Isard, Mike Burrows, Paul Barham, Peter Hawkins, Rajat Monga, Sanjay Ghemawat, Tim Harley, Xiaoqiang Zheng, Yuan Yu

arxiv:1805.01772 v1 · 2018-05-04 · 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{OFV54IESPA4J5CCBXGJNVNMGFG}

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.

Receipt and verification

First computed	2026-05-18T00:16:36.088602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

716bde209278389e8841b992dab58629b19edf950eedca5decf8398b3156014a

Aliases

arxiv: 1805.01772 · arxiv_version: 1805.01772v1 · doi: 10.48550/arxiv.1805.01772 · pith_short_12: OFV54IESPA4J · pith_short_16: OFV54IESPA4J5CCB · pith_short_8: OFV54IES

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/OFV54IESPA4J5CCBXGJNVNMGFG \
  | 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: 716bde209278389e8841b992dab58629b19edf950eedca5decf8398b3156014a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebc371dc0e44614ffde24e828072c66920ee6e4033874908ab519a2dff7a3423",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2018-05-04T13:40:07Z",
    "title_canon_sha256": "1edd03ecad98eac635aa9b829d6edc56068ea97e46d09d76b0354b108f43aa48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.01772",
    "kind": "arxiv",
    "version": 1
  }
}