Pith Number

pith:SQPY66Q3

pith:2023:SQPY66Q3THKOAG2MN4PCE4BR7Y

not attested not anchored not stored refs pending

The Choice of Noninformative Priors for Thompson Sampling in Multiparameter Bandit Models

Chao-Kai Chiang, Jongyeong Lee, Masashi Sugiyama

arxiv:2302.14407 v2 · 2023-02-28 · cs.LG · math.ST · 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{SQPY66Q3THKOAG2MN4PCE4BR7Y}

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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.

Receipt and verification

First computed	2026-07-05T07:23:24.540729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

941f8f7a1b99d4e01b4c6f1e227031fe027d842d472c0355ac103fc8f0bd9cb0

Aliases

arxiv: 2302.14407 · arxiv_version: 2302.14407v2 · doi: 10.48550/arxiv.2302.14407 · pith_short_12: SQPY66Q3THKO · pith_short_16: SQPY66Q3THKOAG2M · pith_short_8: SQPY66Q3

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/SQPY66Q3THKOAG2MN4PCE4BR7Y \
  | 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: 941f8f7a1b99d4e01b4c6f1e227031fe027d842d472c0355ac103fc8f0bd9cb0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2bccdd3b044730ab91172cc8d27c887a09c808d64999c2a6a9010cbe2e476e9",
    "cross_cats_sorted": [
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-28T08:42:42Z",
    "title_canon_sha256": "cfc0d51ec9560fb7fb74268d0a975194da6dbb92ff2cf8a3290eca84c264324d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.14407",
    "kind": "arxiv",
    "version": 2
  }
}