Pith Number

pith:RSOO6CMO

pith:2022:RSOO6CMOTCQEYK4USKYK2RBHHX

not attested not anchored not stored refs pending

Constrained Pure Exploration Multi-Armed Bandits with a Fixed Budget

Fathima Zarin Faizal, Jayakrishnan Nair

arxiv:2211.14768 v1 · 2022-11-27 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RSOO6CMOTCQEYK4USKYK2RBHHX}

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

3 papers in Pith

Pure Exploration Beyond Reward Feedback: The Role of Post-Action Context

Efficient Multi-objective Prompt Optimization via Pure-exploration Bandits

Optimal Posterior Sampling for Policy Identification in Tabular Markov Decision Processes

Receipt and verification

First computed	2026-07-05T05:19:43.639058Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c9cef098e98a04c2b9492b0ad44273dc19928bfb158aa4fb541562affa68495

Aliases

arxiv: 2211.14768 · arxiv_version: 2211.14768v1 · doi: 10.48550/arxiv.2211.14768 · pith_short_12: RSOO6CMOTCQE · pith_short_16: RSOO6CMOTCQEYK4U · pith_short_8: RSOO6CMO

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/RSOO6CMOTCQEYK4USKYK2RBHHX \
  | 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: 8c9cef098e98a04c2b9492b0ad44273dc19928bfb158aa4fb541562affa68495

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13b821e006a65613477e13f30867840087bde53a092a5b1f9783b90b5df87b5a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-27T08:58:16Z",
    "title_canon_sha256": "efc0e997e9777f1979910ef54ce4a02e8b93b5a648ef1e95e586414ee4cc1132"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.14768",
    "kind": "arxiv",
    "version": 1
  }
}