Pith Number

pith:6DSY5BTD

pith:2023:6DSY5BTDSGREYKIGQ7FWN6D5LJ

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Efficient and Fair Allocation of Health Care Resources

Chengsheng Mao, Hanyin Wang, Kaixuan Huang, Mengdi Wang, Yikuan Li, Yuan Luo, Zheng Yu

arxiv:2309.08560 v2 · 2023-09-15 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{6DSY5BTDSGREYKIGQ7FWN6D5LJ}

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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

Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI

Receipt and verification

First computed	2026-07-05T08:57:52.418446Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0e58e866391a24c290687cb66f87d5a4eaae88ae4689cee2ceac882ea74bf67

Aliases

arxiv: 2309.08560 · arxiv_version: 2309.08560v2 · doi: 10.48550/arxiv.2309.08560 · pith_short_12: 6DSY5BTDSGRE · pith_short_16: 6DSY5BTDSGREYKIG · pith_short_8: 6DSY5BTD

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/6DSY5BTDSGREYKIGQ7FWN6D5LJ \
  | 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: f0e58e866391a24c290687cb66f87d5a4eaae88ae4689cee2ceac882ea74bf67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40594680c62e30eba9caeb1a05c6fa17a7fd937774b149550a207452e7834488",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-15T17:28:06Z",
    "title_canon_sha256": "866165278412d336380040c6879ee04f48cb5bec00dae9cc0c74eb11f4c500d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.08560",
    "kind": "arxiv",
    "version": 2
  }
}