Pith Number

pith:SCRLFMOL

pith:2019:SCRLFMOL6HREM5D6MNP2OTZTSJ

not attested not anchored not stored refs pending

Exploiting Parallelism Opportunities with Deep Learning Frameworks

Carole-Jean Wu, David Brooks, Kim Hazelwood, Xiaodong Wang, Yu Emma Wang

arxiv:1908.04705 v2 · 2019-08-13 · cs.LG · cs.DC · cs.PF · 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{SCRLFMOL6HREM5D6MNP2OTZTSJ}

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	2026-07-05T01:14:27.350632Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90a2b2b1cbf1e246747e635fa74f33926aeab3823c25dae303a411d136975b26

Aliases

arxiv: 1908.04705 · arxiv_version: 1908.04705v2 · doi: 10.48550/arxiv.1908.04705 · pith_short_12: SCRLFMOL6HRE · pith_short_16: SCRLFMOL6HREM5D6 · pith_short_8: SCRLFMOL

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/SCRLFMOL6HREM5D6MNP2OTZTSJ \
  | 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: 90a2b2b1cbf1e246747e635fa74f33926aeab3823c25dae303a411d136975b26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f88c95a382fff0dbed09fdb4325774649406de00d8938672863d8c83f011dde",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.PF",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-13T15:41:14Z",
    "title_canon_sha256": "5bbf25ed9a7f73922baea9d4efdfd3456c9e2ed3dbedc2ffd291fa60ece89c8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.04705",
    "kind": "arxiv",
    "version": 2
  }
}