Pith Number

pith:P3PZ3DU5

pith:2018:P3PZ3DU5WR7B2GQNHP7WCMLVE2

not attested not anchored not stored refs pending

Characterising Across-Stack Optimisations for Deep Convolutional Neural Networks

Amos Storkey, Elliot J. Crowley, Jack Turner, Jos\'e Cano, Michael O'Boyle, Valentin Radu

arxiv:1809.07196 v1 · 2018-09-19 · stat.ML · cs.CV · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P3PZ3DU5WR7B2GQNHP7WCMLVE2}

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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.

Receipt and verification

First computed	2026-05-18T00:05:20.444407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7edf9d8e9db47e1d1a0d3bff6131752688d9acb08f5b32d7010a3b12fd940732

Aliases

arxiv: 1809.07196 · arxiv_version: 1809.07196v1 · doi: 10.48550/arxiv.1809.07196 · pith_short_12: P3PZ3DU5WR7B · pith_short_16: P3PZ3DU5WR7B2GQN · pith_short_8: P3PZ3DU5

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/P3PZ3DU5WR7B2GQNHP7WCMLVE2 \
  | 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: 7edf9d8e9db47e1d1a0d3bff6131752688d9acb08f5b32d7010a3b12fd940732

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e9fdd4f3a2399e096cca504e697f97aa12b465661d5a8a658d120f592065817",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-09-19T13:52:49Z",
    "title_canon_sha256": "cbb4fa68e60372c8af0bb7ef2da539dc09acfb4bbf92dc2d74ac1c6a62d59b7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.07196",
    "kind": "arxiv",
    "version": 1
  }
}