Pith Number

pith:TA3P55K2

pith:2023:TA3P55K2BR2AGCUQM7XSORBN6Y

not attested not anchored not stored refs pending

Risk-sensitive Markov Decision Process and Learning under General Utility Functions

Renyuan Xu, Zhengqi Wu

arxiv:2311.13589 v2 · 2023-11-22 · cs.LG · math.OC

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\usepackage{pith}
\pithnumber{TA3P55K2BR2AGCUQM7XSORBN6Y}

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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

2 papers in Pith

Jacobi-like relative value iteration algorithms for ergodic risk-sensitive control of Markov chains

Sample Complexity for Markov Decision Processes and Stochastic Optimal Control with Static Risk Measures

Receipt and verification

First computed	2026-07-05T09:52:37.299172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9836fef55a0c74030a9067ef27442df607d39c29a10131043a29ba4bf682f43e

Aliases

arxiv: 2311.13589 · arxiv_version: 2311.13589v2 · doi: 10.48550/arxiv.2311.13589 · pith_short_12: TA3P55K2BR2A · pith_short_16: TA3P55K2BR2AGCUQ · pith_short_8: TA3P55K2

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/TA3P55K2BR2AGCUQM7XSORBN6Y \
  | 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: 9836fef55a0c74030a9067ef27442df607d39c29a10131043a29ba4bf682f43e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81289e4105eafbb0290e59503d7abd2962833a5237764a661af895034190c1ce",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-22T18:50:06Z",
    "title_canon_sha256": "370e5c82d306b2afbce202faf724a5198f78e04490c872e3a8667de929ebacdc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13589",
    "kind": "arxiv",
    "version": 2
  }
}