Pith Number

pith:LE23EDJX

pith:2024:LE23EDJXOZKLW4DNT2IOG3HITQ

not attested not anchored not stored refs pending

Towards Understanding the Challenges of Bug Localization in Deep Learning Systems

Mehil B. Shah, Mohammad Masudur Rahman, Sigma Jahan

arxiv:2402.01021 v2 · 2024-02-01 · 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{LE23EDJXOZKLW4DNT2IOG3HITQ}

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	2026-07-05T11:41:17.577357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5935b20d377654bb706d9e90e36ce89c03e2b27495282dd9de410966a3b4b734

Aliases

arxiv: 2402.01021 · arxiv_version: 2402.01021v2 · doi: 10.48550/arxiv.2402.01021 · pith_short_12: LE23EDJXOZKL · pith_short_16: LE23EDJXOZKLW4DN · pith_short_8: LE23EDJX

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/LE23EDJXOZKLW4DNT2IOG3HITQ \
  | 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: 5935b20d377654bb706d9e90e36ce89c03e2b27495282dd9de410966a3b4b734

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d13fb969ff21bef6af7ec6dad351255677bf842c7ce8bb846b694b385677bc9c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-01T21:17:42Z",
    "title_canon_sha256": "ead5c818b525653805e56677ccfc4f85bfb79e5cc1a40a07b0a033e169a90525"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01021",
    "kind": "arxiv",
    "version": 2
  }
}