Pith Number

pith:3VFFSGFF

pith:2024:3VFFSGFFTRTB732MNKZFG5YBRA

not attested not anchored not stored refs pending

Methodology for Interpretable Reinforcement Learning for Optimizing Mechanical Ventilation

Anil Aswani, Joo Seung Lee, Malini Mahendra

arxiv:2404.03105 v2 · 2024-04-03 · cs.LG · math.OC

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\usepackage{pith}
\pithnumber{3VFFSGFFTRTB732MNKZFG5YBRA}

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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.

Cited by

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T09:58:58.080919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd4a5918a59c661fef4c6ab2537701880093101e0b7b76a039058a73089bf949

Aliases

arxiv: 2404.03105 · arxiv_version: 2404.03105v2 · doi: 10.48550/arxiv.2404.03105 · pith_short_12: 3VFFSGFFTRTB · pith_short_16: 3VFFSGFFTRTB732M · pith_short_8: 3VFFSGFF

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/3VFFSGFFTRTB732MNKZFG5YBRA \
  | 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: dd4a5918a59c661fef4c6ab2537701880093101e0b7b76a039058a73089bf949

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fb7adcce9107dc93f29c38502b5e9743554bb5b2858eb1a74a8b8aadd287c62",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-03T23:07:24Z",
    "title_canon_sha256": "e289c4511a2364d6c8892a63350205cc0e5080f784ef1dfbb7abf867b8560e79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03105",
    "kind": "arxiv",
    "version": 2
  }
}