Pith Number

pith:Z7SEQS77

pith:2024:Z7SEQS77OAB22JV6VTMGDVJXSW

not attested not anchored not stored refs pending

On Lai's Upper Confidence Bound in Multi-Armed Bandits

Cun-Hui Zhang, Huachen Ren

arxiv:2410.02279 v2 · 2024-10-03 · stat.ML · cs.LG · math.ST · 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{Z7SEQS77OAB22JV6VTMGDVJXSW}

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

UCB algorithms for multi-armed bandits: Precise regret and adaptive inference

Receipt and verification

First computed	2026-07-05T09:15:38.928585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfe4484bff7003ad26beacd861d53795afc856f83affb1c0485cfcf282000d56

Aliases

arxiv: 2410.02279 · arxiv_version: 2410.02279v2 · doi: 10.48550/arxiv.2410.02279 · pith_short_12: Z7SEQS77OAB2 · pith_short_16: Z7SEQS77OAB22JV6 · pith_short_8: Z7SEQS77

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/Z7SEQS77OAB22JV6VTMGDVJXSW \
  | 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: cfe4484bff7003ad26beacd861d53795afc856f83affb1c0485cfcf282000d56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7ee7648ab8c8b61623be562fbfa58fd0743e9a536d38bcd0172a6f420798169",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-03T07:58:43Z",
    "title_canon_sha256": "5224abc8482a16ad3ba9f30000e04aa9b50fa1720154f5ead7443ed741af3780"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02279",
    "kind": "arxiv",
    "version": 2
  }
}