Pith. sign in
Pith Number

pith:AFZ3XEYU

pith:2025:AFZ3XEYURQPMC7W7KCBCMQSJO7
not attested not anchored not stored refs pending

Perception-Driven Bias Detection in Machine Learning via Crowdsourced Visual Judgment

Chirudeep Tupakula, Rittika Shamsuddin

arxiv:2506.11047 v1 · 2025-05-21 · cs.LG · cs.HC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AFZ3XEYURQPMC7W7KCBCMQSJO7}

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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.
Receipt and verification
First computed 2026-07-05T11:20:58.486719Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0173bb93148c1ec17edf508226424977c987dc591659404814c0ab29363579ad

Aliases

arxiv: 2506.11047 · arxiv_version: 2506.11047v1 · doi: 10.48550/arxiv.2506.11047 · pith_short_12: AFZ3XEYURQPM · pith_short_16: AFZ3XEYURQPMC7W7 · pith_short_8: AFZ3XEYU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AFZ3XEYURQPMC7W7KCBCMQSJO7 \
  | 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: 0173bb93148c1ec17edf508226424977c987dc591659404814c0ab29363579ad
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a9cc74adcd3b57182b05bd1546d32d202b28f7384f88b8f07ee4281e387be0b4",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-21T17:09:18Z",
    "title_canon_sha256": "283291908e7755b0f21120169d8826a2c83ac85f7f2cbede66c7c17b6aa37774"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11047",
    "kind": "arxiv",
    "version": 1
  }
}