Pith Number

pith:QXKTLSM6

pith:2022:QXKTLSM6CFSG3OTGPGXUZSWZUY

not attested not anchored not stored refs pending

First-order Policy Optimization for Robust Markov Decision Process

Guanghui Lan, Tuo Zhao, Yan Li

arxiv:2209.10579 v2 · 2022-09-21 · cs.LG · cs.AI · math.OC

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\usepackage{pith}
\pithnumber{QXKTLSM6CFSG3OTGPGXUZSWZUY}

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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

7 papers in Pith

Robust Markov Decision Processes on Continuous State Spaces

Non-Asymptotic Convergence of Stochastic Iterative Algorithms: A Lyapunov Framework

Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form

Natural Policy Gradient as Doubly Smoothed Policy Iteration: A Bellman-Operator Framework

Revisiting Subgradient Dominance in Robust MDPs: Counterexamples, Hardness, and Sufficient Conditions

Receipt and verification

First computed	2026-07-05T06:19:16.436765Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85d535c99e11646dba6679af4ccad9a61d8d790da15908b24e3c76b8b297551b

Aliases

arxiv: 2209.10579 · arxiv_version: 2209.10579v2 · doi: 10.48550/arxiv.2209.10579 · pith_short_12: QXKTLSM6CFSG · pith_short_16: QXKTLSM6CFSG3OTG · pith_short_8: QXKTLSM6

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/QXKTLSM6CFSG3OTGPGXUZSWZUY \
  | 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: 85d535c99e11646dba6679af4ccad9a61d8d790da15908b24e3c76b8b297551b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ddd4c5bd5a6e03ecb13030c2eaaaa3db68fa5cb6ab39e90b0228b5463c1a1fce",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-21T18:10:28Z",
    "title_canon_sha256": "3427e28384ce67f481b2315922dbafff2e4aae9cef56353ee02c151033bb55f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.10579",
    "kind": "arxiv",
    "version": 2
  }
}