Pith. sign in
Pith Number

pith:3XTWGO6R

pith:2021:3XTWGO6RHY3HSLHOR6G7ZPLB67
not attested not anchored not stored refs pending

Policy Choice and Best Arm Identification: Asymptotic Analysis of Exploration Sampling

Chao Qin, Junpei Komiyama, Kaito Ariu, Kenichiro McAlinn, Masahiro Kato

arxiv:2109.08229 v5 · 2021-09-16 · econ.EM · cs.LG · stat.ME

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3XTWGO6RHY3HSLHOR6G7ZPLB67}

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.

Cited by

2 papers in Pith

Receipt and verification
First computed 2026-07-05T03:34:46.718659Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dde7633bd13e36792cee8f8dfcbd61f7fbdaa85f6a64dc0024962127ea1953b4

Aliases

arxiv: 2109.08229 · arxiv_version: 2109.08229v5 · doi: 10.48550/arxiv.2109.08229 · pith_short_12: 3XTWGO6RHY3H · pith_short_16: 3XTWGO6RHY3HSLHO · pith_short_8: 3XTWGO6R
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3XTWGO6RHY3HSLHOR6G7ZPLB67 \
  | 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: dde7633bd13e36792cee8f8dfcbd61f7fbdaa85f6a64dc0024962127ea1953b4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "597f446b1a1dca73b9d90d3bacfb87e99e2cd3141c4ba1e5466c06aee3623704",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "econ.EM",
    "submitted_at": "2021-09-16T21:27:03Z",
    "title_canon_sha256": "ccc268e3d7140a5f4c6d421e92c73fe8b742a73b5b016b27e5daeb51385cff6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.08229",
    "kind": "arxiv",
    "version": 5
  }
}