Pith Number

pith:67KGRUUJ

pith:2011:67KGRUUJE4GTY4VNAB3AVDFKGI

not attested not anchored not stored refs pending

Decentralized Restless Bandit with Multiple Players and Unknown Dynamics

Haoyang Liu, Keqin Liu, Qing Zhao

arxiv:1102.2975 v1 · 2011-02-15 · math.OC · cs.LG · cs.SY · math.PR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{67KGRUUJE4GTY4VNAB3AVDFKGI}

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	2026-05-18T04:28:38.624707Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7d468d289270d3c72ad00760a8caa3234f48651586a26fd5bb1e599ce458346

Aliases

arxiv: 1102.2975 · arxiv_version: 1102.2975v1 · doi: 10.48550/arxiv.1102.2975 · pith_short_12: 67KGRUUJE4GT · pith_short_16: 67KGRUUJE4GTY4VN · pith_short_8: 67KGRUUJ

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/67KGRUUJE4GTY4VNAB3AVDFKGI \
  | 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: f7d468d289270d3c72ad00760a8caa3234f48651586a26fd5bb1e599ce458346

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a9d49c1dfa05353cac031a8baf7b6715ec91fcb3a9f63e4e80086d2f2b5bdbe",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2011-02-15T06:12:44Z",
    "title_canon_sha256": "7a3966cfaf5c988e60d40cb341c04c2cf346dd9983ae73d3a8dcc379d8dd860e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1102.2975",
    "kind": "arxiv",
    "version": 1
  }
}