Pith Number

pith:DLZDWY6C

pith:2025:DLZDWY6CYTUX6E4HZSFDEW3VQK

not attested not anchored not stored refs pending

Towards Assessing Deep Learning Test Input Generators

Ahmed Haj Yahmed, Diego Elias Costa, Foutse Khomh, Mohamed Elshafei, Seif Mzoughi

arxiv:2504.02329 v2 · 2025-04-03 · cs.LG · cs.CV · 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{DLZDWY6CYTUX6E4HZSFDEW3VQK}

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	2026-07-05T10:45:39.374366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1af23b63c2c4e97f1387cc8a325b75828a3cad288ba6feacf10b3eeba07eaa3b

Aliases

arxiv: 2504.02329 · arxiv_version: 2504.02329v2 · doi: 10.48550/arxiv.2504.02329 · pith_short_12: DLZDWY6CYTUX · pith_short_16: DLZDWY6CYTUX6E4H · pith_short_8: DLZDWY6C

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/DLZDWY6CYTUX6E4HZSFDEW3VQK \
  | 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: 1af23b63c2c4e97f1387cc8a325b75828a3cad288ba6feacf10b3eeba07eaa3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e176b2989bdd68699838977101714d2f18d7ff2e18027fa24a5e42d324d0024",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-03T07:06:55Z",
    "title_canon_sha256": "5ccf91f139450aa7341df46899763156f28e8de4b29e2fd7680ef3a64c560cd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02329",
    "kind": "arxiv",
    "version": 2
  }
}