Pith. sign in
Pith Number

pith:KMAQKNVU

pith:2024:KMAQKNVUTB273Y6Z7WT55EB3WB
not attested not anchored not stored refs pending

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework

Mohammad M. Ghassemi, Niloufar Eghbali, Tuka Alhanai

arxiv:2412.12597 v1 · 2024-12-17 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KMAQKNVUTB273Y6Z7WT55EB3WB}

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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 2026-07-05T09:50:17.662658Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

53010536b49875fde3d9fda7de903bb07a871b4e4db199bde9091a719978d48b

Aliases

arxiv: 2412.12597 · arxiv_version: 2412.12597v1 · doi: 10.48550/arxiv.2412.12597 · pith_short_12: KMAQKNVUTB27 · pith_short_16: KMAQKNVUTB273Y6Z · pith_short_8: KMAQKNVU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KMAQKNVUTB273Y6Z7WT55EB3WB \
  | 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: 53010536b49875fde3d9fda7de903bb07a871b4e4db199bde9091a719978d48b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fb98f4d5570731a009b5a38ad8d7822fc1d94458fc87d58a7df44dd3c8491a42",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-17T06:55:20Z",
    "title_canon_sha256": "529801d2b3ec84b40c5b28c6d37a3b148b1ac32cad258d52b619c540256e7ebd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12597",
    "kind": "arxiv",
    "version": 1
  }
}