Pith Number

pith:WTG5XJM2

pith:2019:WTG5XJM2JSDTIEITR7VGGPXJHY

not attested not anchored not stored refs pending

GDP: Generalized Device Placement for Dataflow Graphs

AmirAli Abdolrashidi, Anna Goldie, Azalia Mirhoseini, Daniel Wong, Hanxiao Liu, James Laudon, Ming Zhong, Peter C. Ma, Qiumin Xu, Sudip Roy, Yanqi Zhou

arxiv:1910.01578 v1 · 2019-09-28 · cs.LG · 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{WTG5XJM2JSDTIEITR7VGGPXJHY}

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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

Generalised Rate Control Approach For Stream Processing Applications

Receipt and verification

First computed	2026-07-05T00:09:31.468838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4cddba59a4c873411138fea633ee93e2842868f66ed00862304050793666513

Aliases

arxiv: 1910.01578 · arxiv_version: 1910.01578v1 · doi: 10.48550/arxiv.1910.01578 · pith_short_12: WTG5XJM2JSDT · pith_short_16: WTG5XJM2JSDTIEIT · pith_short_8: WTG5XJM2

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/WTG5XJM2JSDTIEITR7VGGPXJHY \
  | 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: b4cddba59a4c873411138fea633ee93e2842868f66ed00862304050793666513

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01b17703d82886b4d5e1974618948630d8ed1a7842b2960c706d984de1ec1cd4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-28T04:13:57Z",
    "title_canon_sha256": "a3c97fce58949764d8a3a75534f7a446002e609c85603bd04ed7cb5b7f0d4ac6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.01578",
    "kind": "arxiv",
    "version": 1
  }
}