Pith Number

pith:WRNL2OIT

pith:2023:WRNL2OITGUOJXT3DADMOEPOO7C

not attested not anchored not stored refs pending

Fixed-Budget Real-Valued Combinatorial Pure Exploration of Multi-Armed Bandit

Masashi Sugiyama, Shintaro Nakamura

arxiv:2310.15681 v2 · 2023-10-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WRNL2OITGUOJXT3DADMOEPOO7C}

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.

Receipt and verification

First computed	2026-07-05T07:12:54.852233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b45abd3913351c9bcf6300d8e23dcef8a0ed3e1e48522ab3faf84d53145ec69e

Aliases

arxiv: 2310.15681 · arxiv_version: 2310.15681v2 · doi: 10.48550/arxiv.2310.15681 · pith_short_12: WRNL2OITGUOJ · pith_short_16: WRNL2OITGUOJXT3D · pith_short_8: WRNL2OIT

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/WRNL2OITGUOJXT3DADMOEPOO7C \
  | 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: b45abd3913351c9bcf6300d8e23dcef8a0ed3e1e48522ab3faf84d53145ec69e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52a18c3b8d46cb392ef7dd7ab58a843596bbcdf1964e1e5064f16936ef3499ad",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-24T09:47:32Z",
    "title_canon_sha256": "98d53b47860d28e89c922762396e5cfaa640cb1fb00893ff196e6abe2d535b4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.15681",
    "kind": "arxiv",
    "version": 2
  }
}