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Pith Number

pith:KOMOFQA6

pith:2014:KOMOFQA6VL2PKSOF2JV6M5E4JO
not attested not anchored not stored refs pending

Classification-based Approximate Policy Iteration: Experiments and Extended Discussions

Amir-massoud Farahmand, Andr\'e M.S. Barreto, Doina Precup, Mohammad Ghavamzadeh

arxiv:1407.0449 v1 · 2014-07-02 · cs.LG · cs.SY · math.OC · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KOMOFQA6VL2PKSOF2JV6M5E4JO}

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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 2026-05-18T02:48:33.754946Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5398e2c01eaaf4f549c5d26be6749c4b825b4cf6a461e0b440987d7568b6db87

Aliases

arxiv: 1407.0449 · arxiv_version: 1407.0449v1 · doi: 10.48550/arxiv.1407.0449 · pith_short_12: KOMOFQA6VL2P · pith_short_16: KOMOFQA6VL2PKSOF · pith_short_8: KOMOFQA6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KOMOFQA6VL2PKSOF2JV6M5E4JO \
  | 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: 5398e2c01eaaf4f549c5d26be6749c4b825b4cf6a461e0b440987d7568b6db87
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "956869701f86fbade2adec9a7b0c2e9c236040f647bf2c59a7865f1d3df38b09",
    "cross_cats_sorted": [
      "cs.SY",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2014-07-02T03:19:43Z",
    "title_canon_sha256": "e135126c2be09723f98ad354d780e380f80f4047cbe9b871fd22aca34ad66433"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1407.0449",
    "kind": "arxiv",
    "version": 1
  }
}