Pith Number

pith:IOIV66MO

pith:2023:IOIV66MOUNETNMZIFK7Y3W7CZW

not attested not anchored not stored refs pending

What do neural networks learn in image classification? A frequency shortcut perspective

Christoph Brune, Nicola Strisciuglio, Raymond Veldhuis, Shunxin Wang

arxiv:2307.09829 v2 · 2023-07-19 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IOIV66MOUNETNMZIFK7Y3W7CZW}

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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

1 paper in Pith

Fino1: On the Transferability of Reasoning-Enhanced LLMs and Reinforcement Learning to Finance

Receipt and verification

First computed	2026-07-05T06:46:07.003732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43915f798ea34936b3282abf8ddbe2cd96f7d132dc55b6f5bbd0b01a1cd46ff9

Aliases

arxiv: 2307.09829 · arxiv_version: 2307.09829v2 · doi: 10.48550/arxiv.2307.09829 · pith_short_12: IOIV66MOUNET · pith_short_16: IOIV66MOUNETNMZI · pith_short_8: IOIV66MO

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/IOIV66MOUNETNMZIFK7Y3W7CZW \
  | 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: 43915f798ea34936b3282abf8ddbe2cd96f7d132dc55b6f5bbd0b01a1cd46ff9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "771c9a237d2e5a3b1d0c2fcea1fcc4366d171038092c9258c25840184612ea89",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-19T08:34:25Z",
    "title_canon_sha256": "7141a560b806fd25df11cae79f6a17c7cb6935ec3de5386a128962d3e4e05589"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.09829",
    "kind": "arxiv",
    "version": 2
  }
}