Pith Number

pith:SXH36JBV

pith:2022:SXH36JBVRPRM3LTMWB7GYBBOIY

not attested not anchored not stored refs pending

DeepFD: Automated Fault Diagnosis and Localization for Deep Learning Programs

Bo Wu, Jialun Cao, Meiziniu Li, Ming Wen, Shing-Chi Cheung, Xiao Chen, Yongqiang Tian

arxiv:2205.01938 v1 · 2022-05-04 · cs.SE · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SXH36JBVRPRM3LTMWB7GYBBOIY}

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.

Cited by

1 paper in Pith

Fault Localization in Deep Learning-based Software: A System-level Approach

Receipt and verification

First computed	2026-07-05T04:20:23.804547Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95cfbf24358be2cdae6cb07e6c042e463ca2e55bea591435cf26266c4a4e2f39

Aliases

arxiv: 2205.01938 · arxiv_version: 2205.01938v1 · doi: 10.48550/arxiv.2205.01938 · pith_short_12: SXH36JBVRPRM · pith_short_16: SXH36JBVRPRM3LTM · pith_short_8: SXH36JBV

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/SXH36JBVRPRM3LTMWB7GYBBOIY \
  | 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: 95cfbf24358be2cdae6cb07e6c042e463ca2e55bea591435cf26266c4a4e2f39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "147ab5aa18cc891af4bdcff03bd9b7ac9fbaeb096b4fcbf148725bf17fac1480",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-05-04T08:15:56Z",
    "title_canon_sha256": "17e59f00f4a88e0ab1ed9be6ab9589ff520808084125e3b13737db295564f735"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.01938",
    "kind": "arxiv",
    "version": 1
  }
}