Pith. sign in
Pith Number

pith:GSN4HJDX

pith:2023:GSN4HJDXTXMACHJN32IMMXIHU2
not attested not anchored not stored refs pending

Out of Context: Investigating the Bias and Fairness Concerns of "Artificial Intelligence as a Service"

Jatinder Singh, Jennifer Cobbe, Kornel Lewicki, Michelle Seng Ah Lee

arxiv:2302.01448 v1 · 2023-02-02 · cs.LG · cs.AI · cs.CY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GSN4HJDXTXMACHJN32IMMXIHU2}

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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 2026-07-05T05:38:32.503633Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

349bc3a4779dd8011d2dde90c65d07a6a7936ae59dba142f89869caf309dd4f1

Aliases

arxiv: 2302.01448 · arxiv_version: 2302.01448v1 · doi: 10.48550/arxiv.2302.01448 · pith_short_12: GSN4HJDXTXMA · pith_short_16: GSN4HJDXTXMACHJN · pith_short_8: GSN4HJDX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GSN4HJDXTXMACHJN32IMMXIHU2 \
  | 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: 349bc3a4779dd8011d2dde90c65d07a6a7936ae59dba142f89869caf309dd4f1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1a1b425bbb921ffa1d79bf0d6e0b3368a797235e85f6ba6ffeab6f80bcbb6f46",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-02T22:32:10Z",
    "title_canon_sha256": "6145f4f1803d4ed7404e04ced27ddfafa73a3f3fc7c2072b70ce968f69016712"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01448",
    "kind": "arxiv",
    "version": 1
  }
}