Pith Number

pith:UYG6U7DD

pith:2019:UYG6U7DD2TDQCH3KZ46KC75EDT

not attested not anchored not stored refs pending

Model-Free Mean-Field Reinforcement Learning: Mean-Field MDP and Mean-Field Q-Learning

Mathieu Lauri\`ere, Ren\'e Carmona, Zongjun Tan

arxiv:1910.12802 v2 · 2019-10-28 · math.OC · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UYG6U7DD2TDQCH3KZ46KC75EDT}

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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

Measurized Markov Decision Processes

Receipt and verification

First computed	2026-07-05T03:22:18.850951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a60dea7c63d4c7011f6acf3ca17fa41cd28702f6121faad06e78bb4817115817

Aliases

arxiv: 1910.12802 · arxiv_version: 1910.12802v2 · doi: 10.48550/arxiv.1910.12802 · pith_short_12: UYG6U7DD2TDQ · pith_short_16: UYG6U7DD2TDQCH3K · pith_short_8: UYG6U7DD

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/UYG6U7DD2TDQCH3KZ46KC75EDT \
  | 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: a60dea7c63d4c7011f6acf3ca17fa41cd28702f6121faad06e78bb4817115817

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3f964e1ac05449973c06e5470453852ed95774e56388c55fae87a17efcdd505",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2019-10-28T16:56:46Z",
    "title_canon_sha256": "eca2918fb486ec5fc7be3f46f55bc183161d05826c95c159a88defbbcdc2aca4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.12802",
    "kind": "arxiv",
    "version": 2
  }
}