Pith. sign in
Pith Number

pith:I6EA4BWR

pith:2025:I6EA4BWRUHWNVBPRJOYIAG3DGG
not attested not anchored not stored refs pending

RBT4DNN: Requirements-based Testing of Neural Networks

Felipe Toledo, Matthew B. Dwyer, Nusrat Jahan Mozumder, Swaroopa Dola

arxiv:2504.02737 v3 · 2025-04-03 · cs.SE · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{I6EA4BWRUHWNVBPRJOYIAG3DGG}

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 2026-07-05T12:04:33.061062Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

47880e06d1a1ecda85f14bb0801b633196c4a413a83dadb47863f71561b442c3

Aliases

arxiv: 2504.02737 · arxiv_version: 2504.02737v3 · doi: 10.48550/arxiv.2504.02737 · pith_short_12: I6EA4BWRUHWN · pith_short_16: I6EA4BWRUHWNVBPR · pith_short_8: I6EA4BWR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/I6EA4BWRUHWNVBPRJOYIAG3DGG \
  | 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: 47880e06d1a1ecda85f14bb0801b633196c4a413a83dadb47863f71561b442c3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f4910516cca7b1d4ad57cf09995f92977f8c74a5f0f1acdf1cbeeac9e83cfa8e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-03T16:24:49Z",
    "title_canon_sha256": "22fce31aab792f67dd765a0253f0184326332ab568a20916eb1782f0990f7a9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02737",
    "kind": "arxiv",
    "version": 3
  }
}