Pith Number

pith:F5D5HEHM

pith:2024:F5D5HEHMQC32CHMKEZLRT2CDWV

not attested not anchored not stored refs pending

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

Amin Nikanjam, Foutse Khomh, Mohammad Mehdi Morovati

arxiv:2411.08172 v1 · 2024-11-12 · 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{F5D5HEHMQC32CHMKEZLRT2CDWV}

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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

2 papers in Pith

Hierarchical Fault Detection and Diagnosis for Transformer Architectures

Receipt and verification

First computed	2026-07-05T09:34:42.603705Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f47d390ec80b7a11d8a265719e843b57cea6e2c538e96e330857c1affce3e80

Aliases

arxiv: 2411.08172 · arxiv_version: 2411.08172v1 · doi: 10.48550/arxiv.2411.08172 · pith_short_12: F5D5HEHMQC32 · pith_short_16: F5D5HEHMQC32CHMK · pith_short_8: F5D5HEHM

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/F5D5HEHMQC32CHMKEZLRT2CDWV \
  | 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: 2f47d390ec80b7a11d8a265719e843b57cea6e2c538e96e330857c1affce3e80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc5da634375b770cfd0ffc531cc31715e77516b4b066cc19f949015298ec742c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-12T20:32:36Z",
    "title_canon_sha256": "311e5c14a3577d0c45f4ad02dadd87a39f899c1ee49ae81cb3ae2f8867347f07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.08172",
    "kind": "arxiv",
    "version": 1
  }
}