Pith Number

pith:WL5DQIES

pith:2019:WL5DQIES5C5CBJWWCRRMH2PYRO

not attested not anchored not stored refs pending

On the bias, risk and consistency of sample means in multi-armed bandits

Aaditya Ramdas, Alessandro Rinaldo, Jaehyeok Shin

arxiv:1902.00746 v3 · 2019-02-02 · math.ST · cs.LG · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WL5DQIES5C5CBJWWCRRMH2PYRO}

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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.

Cited by

1 paper in Pith

Learning What Evaluators Value: A Reliable Approach to Modeling Evaluator Preferences

Receipt and verification

First computed	2026-07-05T02:36:18.466064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2fa382092e8ba20a6d61462c3e9f88b97e7064226c34f9ee3d4d876fef64081

Aliases

arxiv: 1902.00746 · arxiv_version: 1902.00746v3 · doi: 10.48550/arxiv.1902.00746 · pith_short_12: WL5DQIES5C5C · pith_short_16: WL5DQIES5C5CBJWW · pith_short_8: WL5DQIES

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/WL5DQIES5C5CBJWWCRRMH2PYRO \
  | 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: b2fa382092e8ba20a6d61462c3e9f88b97e7064226c34f9ee3d4d876fef64081

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19172097c4c26f1816c17727609957811e48eca42ec2e8b0b56654eaf48b55a5",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2019-02-02T16:23:08Z",
    "title_canon_sha256": "f85ecb367bd8e332d3bbf2da3dc5e38701f1d85d6c494d96119707a50fd9c4af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.00746",
    "kind": "arxiv",
    "version": 3
  }
}