Pith Number

pith:L5ICD2YL

pith:2018:L5ICD2YLSGPXTTPGSZLC6FDGSQ

not attested not anchored not stored refs pending

Identifying Implementation Bugs in Machine Learning based Image Classifiers using Metamorphic Testing

Anurag Dwarakanath, Manish Ahuja, Neville Dubash, Raghotham M. Rao, R. P. Jagadeesh Chandra Bose, Samarth Sikand, Sanjay Podder

arxiv:1808.05353 v1 · 2018-08-16 · 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{L5ICD2YLSGPXTTPGSZLC6FDGSQ}

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	2026-05-18T00:07:57.416012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f5021eb0b919f79cde696562f1466942c8541e00d2ba18aa3bda8585e06a467

Aliases

arxiv: 1808.05353 · arxiv_version: 1808.05353v1 · doi: 10.48550/arxiv.1808.05353 · pith_short_12: L5ICD2YLSGPX · pith_short_16: L5ICD2YLSGPXTTPG · pith_short_8: L5ICD2YL

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/L5ICD2YLSGPXTTPGSZLC6FDGSQ \
  | 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: 5f5021eb0b919f79cde696562f1466942c8541e00d2ba18aa3bda8585e06a467

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8ef97cea3b9b7e2ae3db85050b1e26f94d6889ec13ad91098008ce30f634b69",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2018-08-16T06:13:26Z",
    "title_canon_sha256": "b4298a32b65027014970c6805f5f9f645f4bfb115e39be7905abde561508685b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.05353",
    "kind": "arxiv",
    "version": 1
  }
}