Pith Number

pith:UOPKMNJT

pith:2026:UOPKMNJTC43DWQXVV4MUESBVGW

not attested not anchored not stored refs pending

Human-in-the-Loop Multi-Agent Ventilator Decision Support with Contextual Bandit Preference Learning

Chen Zhan, Lei Gu, Qixing Wang, Roland Eils, Sijia Li, Teqi Hao, Weiyi Zhao, Xiaoyu Tan, Xihe Qiu, Xuemin Wang

arxiv:2605.23320 v1 · 2026-05-22 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UOPKMNJTC43DWQXVV4MUESBVGW}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-05-25T02:01:48.837208Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a39ea6353317363b42f5af19424835358d9c5fb0797ba563bdfd5e2fcbca644c

Aliases

arxiv: 2605.23320 · arxiv_version: 2605.23320v1 · doi: 10.48550/arxiv.2605.23320 · pith_short_12: UOPKMNJTC43D · pith_short_16: UOPKMNJTC43DWQXV · pith_short_8: UOPKMNJT

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/UOPKMNJTC43DWQXVV4MUESBVGW \
  | 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: a39ea6353317363b42f5af19424835358d9c5fb0797ba563bdfd5e2fcbca644c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd1bfbeaaa629c8870d08a0d23fa8a6a2cbd20d6edede66d71c236ba6dbe3d77",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-22T07:36:26Z",
    "title_canon_sha256": "feb20220c31294b0087c32a2025289f3fdaa9b36ad13562aaf65ad2bdd5a3b18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.23320",
    "kind": "arxiv",
    "version": 1
  }
}