Pith. sign in
Pith Number

pith:6K5IH446

pith:2023:6K5IH446T5S7VT3LX5ENAYJQW7
not attested not anchored not stored refs pending

Enhancement attacks in biomedical machine learning

Dustin Scheinost, Javid Dadashkarimi, Matthew Rosenblatt

arxiv:2301.01885 v2 · 2023-01-05 · stat.ML · cs.CR · cs.LG · q-bio.NC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6K5IH446T5S7VT3LX5ENAYJQW7}

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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 2026-07-05T06:42:03.522757Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f2ba83f39e9f65facf6bbf48d06130b7da06d0817bf093b82b3ef634a3ea6c60

Aliases

arxiv: 2301.01885 · arxiv_version: 2301.01885v2 · doi: 10.48550/arxiv.2301.01885 · pith_short_12: 6K5IH446T5S7 · pith_short_16: 6K5IH446T5S7VT3L · pith_short_8: 6K5IH446
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6K5IH446T5S7VT3LX5ENAYJQW7 \
  | 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: f2ba83f39e9f65facf6bbf48d06130b7da06d0817bf093b82b3ef634a3ea6c60
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "224ef1c6864b7beaefd6babd9160fbf79ded2fa419cb0679b8b596f8e65f5ce7",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG",
      "q-bio.NC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-01-05T03:03:28Z",
    "title_canon_sha256": "0cdd48736c54ab3acc1ec96f46d0c3f03c77e32563fd3ceb950e65c7423f3fef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.01885",
    "kind": "arxiv",
    "version": 2
  }
}