Pith Number

pith:UFI5CNPL

pith:2018:UFI5CNPLAIEMQZ73Y6SBWGLPBZ

not attested not anchored not stored refs pending

Finite-Sample Analysis For Decentralized Batch Multi-Agent Reinforcement Learning With Networked Agents

Han Liu, Kaiqing Zhang, Tamer Ba\c{s}ar, Tong Zhang, Zhuoran Yang

arxiv:1812.02783 v8 · 2018-12-06 · cs.LG · cs.AI · cs.MA · stat.ML

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\usepackage{pith}
\pithnumber{UFI5CNPLAIEMQZ73Y6SBWGLPBZ}

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Record completeness

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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

A Communication-Efficient Multi-Agent Actor-Critic Algorithm for Distributed Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:59:08.405827Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a151d135eb0208c867fbc7a41b196f0e585b7afbef931f5644f19a631c7d2065

Aliases

arxiv: 1812.02783 · arxiv_version: 1812.02783v8 · doi: 10.48550/arxiv.1812.02783 · pith_short_12: UFI5CNPLAIEM · pith_short_16: UFI5CNPLAIEMQZ73 · pith_short_8: UFI5CNPL

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/UFI5CNPLAIEMQZ73Y6SBWGLPBZ \
  | 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: a151d135eb0208c867fbc7a41b196f0e585b7afbef931f5644f19a631c7d2065

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7f087b027f5e0953e8cdb3bc9ff6358149af594b1c9de7e7d1ecbf612f94e48",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-06T20:09:40Z",
    "title_canon_sha256": "f9ab184d98a79fea1875795efefa0fb9d47a44f35f3f84ec3641d7cf7bde1bb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.02783",
    "kind": "arxiv",
    "version": 8
  }
}