Pith sign in
Pith Number

pith:R6RWQ47I

pith:2023:R6RWQ47IAQWIYIFDZXEEBI65WN
not attested not anchored not stored refs pending

On the Convergence of Modified Policy Iteration in Risk Sensitive Exponential Cost Markov Decision Processes

Mehrdad Moharrami, R. Srikant, Yashaswini Murthy

arxiv:2302.03811 v2 · 2023-02-08 · cs.LG · cs.AI · cs.SY · eess.SY

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\usepackage{pith}
\pithnumber{R6RWQ47IAQWIYIFDZXEEBI65WN}

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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 2026-07-05T07:45:26.125073Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8fa36873e8042c8c20a3cdc840a3ddb365e067567a8ad731d52ac43f315eb56b

Aliases

arxiv: 2302.03811 · arxiv_version: 2302.03811v2 · doi: 10.48550/arxiv.2302.03811 · pith_short_12: R6RWQ47IAQWI · pith_short_16: R6RWQ47IAQWIYIFD · pith_short_8: R6RWQ47I
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/R6RWQ47IAQWIYIFDZXEEBI65WN \
  | 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: 8fa36873e8042c8c20a3cdc840a3ddb365e067567a8ad731d52ac43f315eb56b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "af3d681d8dacfb8c4786f719738e2a98a8f8067ff78c46afd43f5459ca4d6845",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-08T00:30:58Z",
    "title_canon_sha256": "97d66adcd149eb36f8d5a77cefacbf4d2dc1a3df508be56c69f639b37286ead2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03811",
    "kind": "arxiv",
    "version": 2
  }
}