Pith Number

pith:IKIL3VFS

pith:2024:IKIL3VFS7D2MD64VXGFKRBYADK

not attested not anchored not stored refs pending

Towards Understanding the Impact of Data Bugs on Deep Learning Models in Software Engineering

Foutse Khomh, Mehil B Shah, Mohammad Masudur Rahman

arxiv:2411.12137 v3 · 2024-11-19 · 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{IKIL3VFS7D2MD64VXGFKRBYADK}

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	2026-07-05T11:52:00.837324Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4290bdd4b2f8f4c1fb95b98aa887001aae0db1e7be179e1e32f972c91bcb01c0

Aliases

arxiv: 2411.12137 · arxiv_version: 2411.12137v3 · doi: 10.48550/arxiv.2411.12137 · pith_short_12: IKIL3VFS7D2M · pith_short_16: IKIL3VFS7D2MD64V · pith_short_8: IKIL3VFS

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/IKIL3VFS7D2MD64VXGFKRBYADK \
  | 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: 4290bdd4b2f8f4c1fb95b98aa887001aae0db1e7be179e1e32f972c91bcb01c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4433b995fcaf1f9398b5e4549eecfeab10429691f048912b2dbe3b79874e4d7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-19T00:28:20Z",
    "title_canon_sha256": "1d83b4ceb440799e0f820aa718ffb354ccb035bb34751808cd5d910ced18f0ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12137",
    "kind": "arxiv",
    "version": 3
  }
}