Pith Number

pith:XKFZN4OW

pith:2021:XKFZN4OWCROB755RDPM3CI7YFV

not attested not anchored not stored refs pending

Challenges in Statistical Analysis of Data Collected by a Bandit Algorithm: An Empirical Exploration in Applications to Adaptively Randomized Experiments

Anna Rafferty, Audrey Durand, Hammad Shaikh, Jacob Nogas, Joseph Jay Williams, Nina Deliu, Sofia S. Villar

arxiv:2103.12198 v2 · 2021-03-22 · cs.LG · stat.AP

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XKFZN4OWCROB755RDPM3CI7YFV}

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

1 paper in Pith

Adaptive Experiments Under Data Sparse Settings: Applications for Educational Platforms

Receipt and verification

First computed	2026-07-05T02:26:40.979243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba8b96f1d6145c1ff7b11bd9b123f82d76ed63fb8d821780f4687fbabd50bca8

Aliases

arxiv: 2103.12198 · arxiv_version: 2103.12198v2 · doi: 10.48550/arxiv.2103.12198 · pith_short_12: XKFZN4OWCROB · pith_short_16: XKFZN4OWCROB755R · pith_short_8: XKFZN4OW

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/XKFZN4OWCROB755RDPM3CI7YFV \
  | 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: ba8b96f1d6145c1ff7b11bd9b123f82d76ed63fb8d821780f4687fbabd50bca8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1ad42e179e9edfe08adfbd8b8fdea31e9f271a761f7343157af8e893b8b265a",
    "cross_cats_sorted": [
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-22T22:05:18Z",
    "title_canon_sha256": "a102d8a11f5f798cb5cc122223a944b0390aed7e8de27592353fa40d0563de60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.12198",
    "kind": "arxiv",
    "version": 2
  }
}