Pith Number

pith:JIMR4WOI

pith:2024:JIMR4WOIZLMO27HDKMB34QZ763

not attested not anchored not stored refs pending

A Single-Loop Robust Policy Gradient Method for Robust Markov Decision Processes

Chenyu Xue, Qi Deng, Yinyu Ye, Zhenwei Lin

arxiv:2406.00274 v1 · 2024-06-01 · math.OC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JIMR4WOIZLMO27HDKMB34QZ763}

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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

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

Receipt and verification

First computed	2026-07-05T08:25:59.428582Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a191e59c8cad8ed7ce35303be433ff6e7d656223fe112f1ce320cca8f5cecf4

Aliases

arxiv: 2406.00274 · arxiv_version: 2406.00274v1 · doi: 10.48550/arxiv.2406.00274 · pith_short_12: JIMR4WOIZLMO · pith_short_16: JIMR4WOIZLMO27HD · pith_short_8: JIMR4WOI

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/JIMR4WOIZLMO27HDKMB34QZ763 \
  | 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: 4a191e59c8cad8ed7ce35303be433ff6e7d656223fe112f1ce320cca8f5cecf4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "984b5e4433a48591d57063dcde735baf8f9a2cedb2d1dba694f80bdf09f35c6a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-06-01T02:40:29Z",
    "title_canon_sha256": "f097c7afaa1a2bfa3e3b80a2bd4d661d60965d00687d82c00c58bb5c9ed9b7e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.00274",
    "kind": "arxiv",
    "version": 1
  }
}