Pith Number

pith:ZTM4EVFX

pith:2024:ZTM4EVFXJFNXNNDOF2SUEJB54F

not attested not anchored not stored refs pending

Full error analysis of policy gradient learning algorithms for exploratory linear quadratic mean-field control problem in continuous time with common noise

Huy\^en Pham (LPSM (UMR\_8001)), Noufel Frikha (CES), Xuanye Song (LPSM (UMR\_8001))

arxiv:2408.02489 v1 · 2024-08-05 · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{ZTM4EVFXJFNXNNDOF2SUEJB54F}

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

4 papers in Pith

Mean-Field PhiBE: Continuous-Time Mean-Field Reinforcement Learning from Discrete-Time Data

Mean Field Reinforcement Learning

Policy Gradient for Continuous-Time Mean-Field Control

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

Receipt and verification

First computed	2026-07-05T08:52:13.478079Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ccd9c254b7495b76b46e2ea542243de1538af45d6000cfddc3d6bcc8447574ed

Aliases

arxiv: 2408.02489 · arxiv_version: 2408.02489v1 · doi: 10.48550/arxiv.2408.02489 · pith_short_12: ZTM4EVFXJFNX · pith_short_16: ZTM4EVFXJFNXNNDO · pith_short_8: ZTM4EVFX

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/ZTM4EVFXJFNXNNDOF2SUEJB54F \
  | 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: ccd9c254b7495b76b46e2ea542243de1538af45d6000cfddc3d6bcc8447574ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8130c6f912264bc134db1555c3e5906c2d46f22ae2506d6a53975ac9e7bc81ce",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-08-05T14:11:51Z",
    "title_canon_sha256": "5f2932043f022097b624e7c3c90b14cb92e99b361fd86b110eeea2056190e213"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.02489",
    "kind": "arxiv",
    "version": 1
  }
}