Pith Number

pith:NEPNJ7UW

pith:2019:NEPNJ7UWQRXLN5OZN3PPFU7P2U

not attested not anchored not stored refs pending

DeepEvolution: A Search-Based Testing Approach for Deep Neural Networks

Foutse Khomh, Houssem Ben Braiek

arxiv:1909.02563 v1 · 2019-09-05 · cs.LG · cs.CV · 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{NEPNJ7UWQRXLN5OZN3PPFU7P2U}

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	2026-07-05T00:02:40.474714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

691ed4fe96846eb6f5d96edef2d3efd5275e1a87d68757d48da86f994f97b585

Aliases

arxiv: 1909.02563 · arxiv_version: 1909.02563v1 · doi: 10.48550/arxiv.1909.02563 · pith_short_12: NEPNJ7UWQRXL · pith_short_16: NEPNJ7UWQRXLN5OZ · pith_short_8: NEPNJ7UW

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/NEPNJ7UWQRXLN5OZN3PPFU7P2U \
  | 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: 691ed4fe96846eb6f5d96edef2d3efd5275e1a87d68757d48da86f994f97b585

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05fa31e109687c10937191725e424a95097208dfefe3468e19cd90fe8b2cbf7b",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-05T13:42:08Z",
    "title_canon_sha256": "5730f9728b03cc3d9d9746d002577622b6be55c13c21ecd6a0cabc07be100320"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.02563",
    "kind": "arxiv",
    "version": 1
  }
}