Pith Number

pith:IAJLR7JE

pith:2012:IAJLR7JEFYG36EVR5CK6B33WRD

not attested not anchored not stored refs pending

Thompson Sampling: An Asymptotically Optimal Finite Time Analysis

Emilie Kaufmann, Nathaniel Korda, R\'emi Munos

arxiv:1205.4217 v2 · 2012-05-18 · stat.ML · 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{IAJLR7JEFYG36EVR5CK6B33WRD}

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

Spectral bandits

Budgeted Online Influence Maximization

Covariance-adapting algorithm for semi-bandits with application to sparse rewards

Receipt and verification

First computed	2026-05-18T03:50:37.094375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4012b8fd242e0dbf12b1e895e0ef7688cd1501b39bc9e4fe22ce54a2746da821

Aliases

arxiv: 1205.4217 · arxiv_version: 1205.4217v2 · doi: 10.48550/arxiv.1205.4217 · pith_short_12: IAJLR7JEFYG3 · pith_short_16: IAJLR7JEFYG36EVR · pith_short_8: IAJLR7JE

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/IAJLR7JEFYG36EVR5CK6B33WRD \
  | 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: 4012b8fd242e0dbf12b1e895e0ef7688cd1501b39bc9e4fe22ce54a2746da821

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "469fc41c1b8b3294b36332a83b3e11a7f0e3151544ed85d3848bccc883c8419b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2012-05-18T19:00:51Z",
    "title_canon_sha256": "4315d78b7d418f278920b818db7beb94f88394b3d951b09fb62f2943f2a8f1a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1205.4217",
    "kind": "arxiv",
    "version": 2
  }
}