Pith Number

pith:AMB7LLMN

pith:2025:AMB7LLMNIQWJQIUHLH7ZZ4DRTI

not attested not anchored not stored refs pending

Improved Detection and Diagnosis of Faults in Deep Neural Networks Using Hierarchical and Explainable Classification

Mehil B Shah, Mohammad Masudur Rahman, Parvez Mahbub, Sigma Jahan

arxiv:2501.12560 v1 · 2025-01-22 · 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{AMB7LLMNIQWJQIUHLH7ZZ4DRTI}

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	2026-07-05T10:03:55.021292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0303f5ad8d442c98228759ff9cf0719a3f81f3caece8a98e01263e990df82d26

Aliases

arxiv: 2501.12560 · arxiv_version: 2501.12560v1 · doi: 10.48550/arxiv.2501.12560 · pith_short_12: AMB7LLMNIQWJ · pith_short_16: AMB7LLMNIQWJQIUH · pith_short_8: AMB7LLMN

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/AMB7LLMNIQWJQIUHLH7ZZ4DRTI \
  | 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: 0303f5ad8d442c98228759ff9cf0719a3f81f3caece8a98e01263e990df82d26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31099299a8aaddd8fdc353035d31a74b73e81a3383679c7762dbb204b9ad747c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-01-22T00:55:09Z",
    "title_canon_sha256": "99a0351c1c22f8032b5caf6dc347927f2ec6ee6fc11075c3f115d9eb307315ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12560",
    "kind": "arxiv",
    "version": 1
  }
}