Pith Number

pith:M5SWH2KO

pith:2023:M5SWH2KOE7J5IV4K2ZKJNMHYHX

not attested not anchored not stored refs pending

Controlling Large Language Model-based Agents for Large-Scale Decision-Making: An Actor-Critic Approach

Bin Zhang, Dapeng Li, Guoliang Fan, Hangyu Mao, Jingqing Ruan, Lijuan Li, Rui Zhao, Shao Zhang, Yang Li, Ying Wen, Zhiwei Xu, Ziyue Li

arxiv:2311.13884 v3 · 2023-11-23 · cs.AI

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\usepackage{pith}
\pithnumber{M5SWH2KOE7J5IV4K2ZKJNMHYHX}

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Record completeness

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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

Enhancing Decision-Making of Large Language Models via Actor-Critic

Receipt and verification

First computed	2026-07-05T07:36:25.105999Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

676563e94e27d3d4578ad65496b0f83ddc250d6edd130060db918f0a396d17ff

Aliases

arxiv: 2311.13884 · arxiv_version: 2311.13884v3 · doi: 10.48550/arxiv.2311.13884 · pith_short_12: M5SWH2KOE7J5 · pith_short_16: M5SWH2KOE7J5IV4K · pith_short_8: M5SWH2KO

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/M5SWH2KOE7J5IV4K2ZKJNMHYHX \
  | 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: 676563e94e27d3d4578ad65496b0f83ddc250d6edd130060db918f0a396d17ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13617d94231791c7b7334127c871719d9c35257155bb032158a510afdae3097f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-11-23T10:14:58Z",
    "title_canon_sha256": "753eb96d79789745966180bb12e5beb282ba191ce73ca462159c2e9b811ed021"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13884",
    "kind": "arxiv",
    "version": 3
  }
}