Pith Number

pith:I5VY6ONY

pith:2024:I5VY6ONYE7DPPF5L542CLDHREF

not attested not anchored not stored refs pending

Exposing Image Classifier Shortcuts with Counterfactual Frequency (CoF) Tables

David Martens, James Hinns

arxiv:2405.15661 v2 · 2024-05-24 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I5VY6ONYE7DPPF5L542CLDHREF}

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

Aggregating Local Saliency Maps for Semi-Global Explainable Image Classification

Receipt and verification

First computed	2026-07-05T10:06:40.868169Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

476b8f39b827c6f797abef34258cf12159096078ea2119688b0fddc421756090

Aliases

arxiv: 2405.15661 · arxiv_version: 2405.15661v2 · doi: 10.48550/arxiv.2405.15661 · pith_short_12: I5VY6ONYE7DP · pith_short_16: I5VY6ONYE7DPPF5L · pith_short_8: I5VY6ONY

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/I5VY6ONYE7DPPF5L542CLDHREF \
  | 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: 476b8f39b827c6f797abef34258cf12159096078ea2119688b0fddc421756090

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fecf5da1a8484b3d610c80d2102b0e3c51df465f0a7de42e4ccc9b72167bcb0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-24T15:58:02Z",
    "title_canon_sha256": "2e77def08d6369746ef27ec382133652b8aeecb5a98044664dc8cc7546d2f37c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15661",
    "kind": "arxiv",
    "version": 2
  }
}