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Pith Number

pith:CG7ZBZFI

pith:2026:CG7ZBZFIOMYSTAXX5ZFKNMY3KX
not attested not anchored not stored refs pending

Robust Regularized Policy Iteration under Transition Uncertainty

Dongxu Zhang, Hongqiang Lin, Pengfei Wang, Qixian Huang, Weihao Tang, Yiding Sun, Zhenghui Fu

arxiv:2603.09344 v3 · 2026-03-10 · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{CG7ZBZFIOMYSTAXX5ZFKNMY3KX}

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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.
Receipt and verification
First computed 2026-06-19T16:11:21.878541Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

11bf90e4a873312982f7ee4aa6b31b55cd7a4e8cc92cbfc5c625b86b41d07e29

Aliases

arxiv: 2603.09344 · arxiv_version: 2603.09344v3 · doi: 10.48550/arxiv.2603.09344 · pith_short_12: CG7ZBZFIOMYS · pith_short_16: CG7ZBZFIOMYSTAXX · pith_short_8: CG7ZBZFI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CG7ZBZFIOMYSTAXX5ZFKNMY3KX \
  | 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: 11bf90e4a873312982f7ee4aa6b31b55cd7a4e8cc92cbfc5c625b86b41d07e29
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "11bc489f9d539d3a895ed745d66e08c70c540469e289fbede25f11b2d8210fcb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-03-10T08:18:27Z",
    "title_canon_sha256": "8b833861e770c85688edeb56612806732967813773fd077622bc60e719fa574f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.09344",
    "kind": "arxiv",
    "version": 3
  }
}