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Pith Number

pith:Y5USRNFY

pith:2013:Y5USRNFY3GCBU2YSRTE5POQ76T
not attested not anchored not stored refs pending

Hierarchical Solution of Markov Decision Processes using Macro-actions

Craig Boutilier, Leslie Pack Kaelbling, Milos Hauskrecht, Nicolas Meuleau, Thomas L. Dean

arxiv:1301.7381 v1 · 2013-01-30 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Y5USRNFY3GCBU2YSRTE5POQ76T}

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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

3 papers in Pith

Receipt and verification
First computed 2026-05-18T03:35:00.161427Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c76928b4b8d9841a6b128cc9d7ba1ff4f1a9f873f23e6fd857d878ec9e25fad8

Aliases

arxiv: 1301.7381 · arxiv_version: 1301.7381v1 · doi: 10.48550/arxiv.1301.7381 · pith_short_12: Y5USRNFY3GCB · pith_short_16: Y5USRNFY3GCBU2YS · pith_short_8: Y5USRNFY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Y5USRNFY3GCBU2YSRTE5POQ76T \
  | 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: c76928b4b8d9841a6b128cc9d7ba1ff4f1a9f873f23e6fd857d878ec9e25fad8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0f9a2a5411c4b2a7b9a497afe1a4ccefb6cf35797b51cb3c16b9d78e1b042f22",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2013-01-30T15:04:16Z",
    "title_canon_sha256": "542a89705f047a2263c5df020d33482dfc53dad8afd3491c380e9ea65293114d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1301.7381",
    "kind": "arxiv",
    "version": 1
  }
}