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Pith Number

pith:Y5VEIOBE

pith:2018:Y5VEIOBEYGJ7NTQ2EQNMM2XMCJ
not attested not anchored not stored refs pending

Directed Exploration in PAC Model-Free Reinforcement Learning

Garud Iyengar, Min-hwan Oh

arxiv:1808.10552 v1 · 2018-08-31 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Y5VEIOBEYGJ7NTQ2EQNMM2XMCJ}

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 2026-05-18T00:06:45.386660Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c76a443824c193f6ce1a241ac66aec12606021d2e9ac74ed3429e0daeceec02d

Aliases

arxiv: 1808.10552 · arxiv_version: 1808.10552v1 · doi: 10.48550/arxiv.1808.10552 · pith_short_12: Y5VEIOBEYGJ7 · pith_short_16: Y5VEIOBEYGJ7NTQ2 · pith_short_8: Y5VEIOBE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Y5VEIOBEYGJ7NTQ2EQNMM2XMCJ \
  | 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: c76a443824c193f6ce1a241ac66aec12606021d2e9ac74ed3429e0daeceec02d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "72b5d45c5a668f71ea974e0871f5e9e359789cf34e776f5bb6fa5331e1f91ee9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-08-31T00:00:22Z",
    "title_canon_sha256": "5957c1c8a82305733788140287136d9838ea0c56c467d702c6ffd2ecaf9b7129"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.10552",
    "kind": "arxiv",
    "version": 1
  }
}