Pith Number

pith:ZGJZCICR

pith:2025:ZGJZCICRIBXOQEIKY4KJNKF3NP

not attested not anchored not stored refs pending

Coverage-Guided Testing for Deep Learning Models: A Comprehensive Survey

Chuanqi Tao, Hongjing Guo, Weiqin Zou, Zhiqiu Huang

arxiv:2507.00496 v1 · 2025-07-01 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZGJZCICRIBXOQEIKY4KJNKF3NP}

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	2026-07-05T11:30:09.946939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c993912051406ee8110ac71496a8bb6bcb2d0770de2665bafbd97e200bbd1a25

Aliases

arxiv: 2507.00496 · arxiv_version: 2507.00496v1 · doi: 10.48550/arxiv.2507.00496 · pith_short_12: ZGJZCICRIBXO · pith_short_16: ZGJZCICRIBXOQEIK · pith_short_8: ZGJZCICR

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/ZGJZCICRIBXOQEIKY4KJNKF3NP \
  | 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: c993912051406ee8110ac71496a8bb6bcb2d0770de2665bafbd97e200bbd1a25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ff18d48a7d99b2c073e536e0de56ee1d41e8bebb9b9af8676eb3afd50b498b2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-01T07:12:58Z",
    "title_canon_sha256": "f8de99cf875961807233f499708c6e385cf25a24609d1dfcaba14504bf5ec3f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00496",
    "kind": "arxiv",
    "version": 1
  }
}