Pith Number

pith:SNY6ROZS

pith:2024:SNY6ROZSKR55PZKPEAFGLVLCHL

not attested not anchored not stored refs pending

Identifying Bias in Deep Neural Networks Using Image Transforms

Akhil Joshi, Lior Shamir, Sai Teja Erukude

arxiv:2412.13079 v1 · 2024-12-17 · cs.CV · cs.AI · 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{SNY6ROZSKR55PZKPEAFGLVLCHL}

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	2026-07-05T09:50:39.977043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9371e8bb32547bd7e54f200a65d5623afa4b41418bc907acbd478b7ad65d3ddf

Aliases

arxiv: 2412.13079 · arxiv_version: 2412.13079v1 · doi: 10.48550/arxiv.2412.13079 · pith_short_12: SNY6ROZSKR55 · pith_short_16: SNY6ROZSKR55PZKP · pith_short_8: SNY6ROZS

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/SNY6ROZSKR55PZKPEAFGLVLCHL \
  | 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: 9371e8bb32547bd7e54f200a65d5623afa4b41418bc907acbd478b7ad65d3ddf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fefae54062256cdd7a43ec4ac665bfdb8489dce9ecb8ec0f34a1333e2b5780f2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-17T16:51:44Z",
    "title_canon_sha256": "aadb9aae403d60a438742f7e2862c44402bdf3c8b1836738b9e43b01987b6ac9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13079",
    "kind": "arxiv",
    "version": 1
  }
}