Pith Number

pith:AQB4WAOG

pith:2021:AQB4WAOG6ZRGMMJZ36ELIPP3RF

not attested not anchored not stored refs pending

Thompson Sampling with a Mixture Prior

Branislav Kveton, Craig Boutilier, Joey Hong, Manzil Zaheer, Mohammad Ghavamzadeh

arxiv:2106.05608 v2 · 2021-06-10 · cs.LG · cs.AI · 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{AQB4WAOG6ZRGMMJZ36ELIPP3RF}

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	2026-07-05T04:02:16.832993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0403cb01c6f662663139df88b43dfb89479160450f9addcd394caf06ed7cc3d4

Aliases

arxiv: 2106.05608 · arxiv_version: 2106.05608v2 · doi: 10.48550/arxiv.2106.05608 · pith_short_12: AQB4WAOG6ZRG · pith_short_16: AQB4WAOG6ZRGMMJZ · pith_short_8: AQB4WAOG

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/AQB4WAOG6ZRGMMJZ36ELIPP3RF \
  | 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: 0403cb01c6f662663139df88b43dfb89479160450f9addcd394caf06ed7cc3d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8158050afc8f7583ea92f8d4a2b428477574bfc5748706dbee458406ff25de4",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-10T09:21:07Z",
    "title_canon_sha256": "ddab5368b60b71da05ac31b1bcbd1f20b3ce578e8112b223f1cbbe65ef75f94e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.05608",
    "kind": "arxiv",
    "version": 2
  }
}