Pith Number

pith:DBZZ4GA3

pith:2019:DBZZ4GA3QYTEJZ5TKUNHWEKF3I

not attested not anchored not stored refs pending

Automatic Model Parallelism for Deep Neural Networks with Compiler and Hardware Support

Bharat Kaul, Sanket Tavarageri, Srinivas Sridharan

arxiv:1906.08168 v1 · 2019-06-11 · 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{DBZZ4GA3QYTEJZ5TKUNHWEKF3I}

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	2026-05-17T23:42:54.436463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18739e181b862644e7b3551a7b1145da15779da61ba8278941a87f69190d201b

Aliases

arxiv: 1906.08168 · arxiv_version: 1906.08168v1 · doi: 10.48550/arxiv.1906.08168 · pith_short_12: DBZZ4GA3QYTE · pith_short_16: DBZZ4GA3QYTEJZ5T · pith_short_8: DBZZ4GA3

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/DBZZ4GA3QYTEJZ5TKUNHWEKF3I \
  | 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: 18739e181b862644e7b3551a7b1145da15779da61ba8278941a87f69190d201b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eca02a0d4490e7ee0d6790315fc8708dcf5079d72e0a996516c8577ce0b51e5a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2019-06-11T10:18:15Z",
    "title_canon_sha256": "16759bfbc9f0a576d61366818e99acf01b903719d9a9f0c58a3cf8e125a52687"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.08168",
    "kind": "arxiv",
    "version": 1
  }
}