pith. sign in
Pith Number

pith:52BDZMNE

pith:2018:52BDZMNE737Z4ZZJTPD3QW25KV
not attested not anchored not stored refs pending

An Online Prediction Algorithm for Reinforcement Learning with Linear Function Approximation using Cross Entropy Method

Ajin George Joseph, Shalabh Bhatnagar

arxiv:1806.06720 v1 · 2018-06-15 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{52BDZMNE737Z4ZZJTPD3QW25KV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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 2026-05-18T00:12:59.350915Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ee823cb1a4feff9e67299bc7b85b5d556a34907e6260416937d893eb6248a668

Aliases

arxiv: 1806.06720 · arxiv_version: 1806.06720v1 · doi: 10.48550/arxiv.1806.06720 · pith_short_12: 52BDZMNE737Z · pith_short_16: 52BDZMNE737Z4ZZJ · pith_short_8: 52BDZMNE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/52BDZMNE737Z4ZZJTPD3QW25KV \
  | 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: ee823cb1a4feff9e67299bc7b85b5d556a34907e6260416937d893eb6248a668
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0baa231746abbf0a17b6b3502d917c2462283b58f3beeb0749100eac91da86c8",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-15T17:37:37Z",
    "title_canon_sha256": "9b408ba92a4a02aa565546e8ab012b40c9811d0a8c6aa4cd13952cef79cd2471"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.06720",
    "kind": "arxiv",
    "version": 1
  }
}