Pith Number

pith:YVSZ5RA5

pith:2023:YVSZ5RA5MHZQPYOYMCUY7I6WC4

not attested not anchored not stored refs pending

Convergence of Multi-Scale Reinforcement Q-Learning Algorithms for Mean Field Game and Control Problems

Andrea Angiuli, Jean-Pierre Fouque, Mathieu Lauri\`ere, Mengrui Zhang

arxiv:2312.06659 v2 · 2023-12-11 · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YVSZ5RA5MHZQPYOYMCUY7I6WC4}

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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

2 papers in Pith

Mean Field Reinforcement Learning

Continuous-time q-learning for mean-field control with common noise, part-II: q-learning algorithms

Receipt and verification

First computed	2026-07-05T08:14:02.700984Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5659ec41d61f307e1d860a98fa3d61722a8274322da0420d38a7ba49830f0cf

Aliases

arxiv: 2312.06659 · arxiv_version: 2312.06659v2 · doi: 10.48550/arxiv.2312.06659 · pith_short_12: YVSZ5RA5MHZQ · pith_short_16: YVSZ5RA5MHZQPYOY · pith_short_8: YVSZ5RA5

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/YVSZ5RA5MHZQPYOYMCUY7I6WC4 \
  | 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: c5659ec41d61f307e1d860a98fa3d61722a8274322da0420d38a7ba49830f0cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "404b47ce52d72ec7bea594be907492e25282819b911a322965f0c44ee8eab392",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2023-12-11T18:59:51Z",
    "title_canon_sha256": "f9f380dba321bf6ac6d0d47e04b968576fe3976deb5e03539330819c8ba4708e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06659",
    "kind": "arxiv",
    "version": 2
  }
}