Pith Number

pith:AHZNAHZW

pith:2025:AHZNAHZWIH64VQAVKZ7X5KDCE6

not attested not anchored not stored refs pending

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs

Gunel Jahangirova, Jinhan Kim, Nargiz Humbatova, Paolo Tonella, Shin Yoo

arxiv:2506.03396 v1 · 2025-06-03 · 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{AHZNAHZWIH64VQAVKZ7X5KDCE6}

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	2026-07-05T11:15:26.852099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01f2d01f3641fdcac015567f7ea862278f433b67e436f32ded75a3fe653549f2

Aliases

arxiv: 2506.03396 · arxiv_version: 2506.03396v1 · doi: 10.48550/arxiv.2506.03396 · pith_short_12: AHZNAHZWIH64 · pith_short_16: AHZNAHZWIH64VQAV · pith_short_8: AHZNAHZW

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/AHZNAHZWIH64VQAVKZ7X5KDCE6 \
  | 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: 01f2d01f3641fdcac015567f7ea862278f433b67e436f32ded75a3fe653549f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "132fe94b30565f97e03e286a73c13dd604ec36efae66d7df35e4533232964a1b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-03T21:08:33Z",
    "title_canon_sha256": "92e641fc5dcc69310bae2199031e5c92a73dac43373f5b1ea3f10d7a3a37595c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03396",
    "kind": "arxiv",
    "version": 1
  }
}