Pith Number

pith:ENA5243D

pith:2011:ENA5243DAZCMTGWJHEWIAF3GJV

not attested not anchored not stored refs pending

Deterministic Sequencing of Exploration and Exploitation for Multi-Armed Bandit Problems

Keqin Liu, Qing Zhao, Sattar Vakili

arxiv:1106.6104 v3 · 2011-06-30 · math.OC · cs.LG · cs.SY · math.PR · math.ST · 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{ENA5243DAZCMTGWJHEWIAF3GJV}

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	2026-05-18T03:31:31.030259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2341dd73630644c99ac9392c8017664d61c6d9d4ca2c8265205a6655407d534b

Aliases

arxiv: 1106.6104 · arxiv_version: 1106.6104v3 · doi: 10.48550/arxiv.1106.6104 · pith_short_12: ENA5243DAZCM · pith_short_16: ENA5243DAZCMTGWJ · pith_short_8: ENA5243D

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/ENA5243DAZCMTGWJHEWIAF3GJV \
  | 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: 2341dd73630644c99ac9392c8017664d61c6d9d4ca2c8265205a6655407d534b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77a9655253726d305e7870980380be0be153acdca828e93c39637e0a0a41d027",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "math.PR",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2011-06-30T02:12:32Z",
    "title_canon_sha256": "28ffda2b382a01c80dc054537989d9377c2e60ef39c5cae15596293052d72d28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1106.6104",
    "kind": "arxiv",
    "version": 3
  }
}