Pith Number

pith:3M5TZ6XQ

pith:2023:3M5TZ6XQBCGSRALKAKZTKSS72K

not attested not anchored not stored refs pending

Optimal Best-Arm Identification in Bandits with Access to Offline Data

Arun Sai Suggala, Karthikeyan Shanmugam, Sandeep Juneja, Shubhada Agrawal

arxiv:2306.09048 v1 · 2023-06-15 · 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{3M5TZ6XQBCGSRALKAKZTKSS72K}

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

Decentralized Relaxed Smooth Optimization with Gradient Descent Methods

Receipt and verification

First computed	2026-07-05T06:21:07.952001Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db3b3cfaf0088d28816a02b3354a5fd29f9d75b3a71dc4ad09a314a98a25edb7

Aliases

arxiv: 2306.09048 · arxiv_version: 2306.09048v1 · doi: 10.48550/arxiv.2306.09048 · pith_short_12: 3M5TZ6XQBCGS · pith_short_16: 3M5TZ6XQBCGSRALK · pith_short_8: 3M5TZ6XQ

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/3M5TZ6XQBCGSRALKAKZTKSS72K \
  | 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: db3b3cfaf0088d28816a02b3354a5fd29f9d75b3a71dc4ad09a314a98a25edb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06e44366aee2b0ab947d285549fc89f4a69be67e532bf48ca65ceff1684cbee7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-15T11:12:35Z",
    "title_canon_sha256": "4e6654665a36de91a5ceb6a83acfe97428d107b309d28fbfa0aa09cf26a0cca9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09048",
    "kind": "arxiv",
    "version": 1
  }
}