Pith Number

pith:ZESSKJ7D

pith:2012:ZESSKJ7D4RJ6DUO636ZWMXOFT2

not attested not anchored not stored refs pending

A Sensing Policy Based on Confidence Bounds and a Restless Multi-Armed Bandit Model

H. Vincent Poor, Jan Oksanen, Visa Koivunen

arxiv:1211.4384 v1 · 2012-11-19 · cs.IT · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZESSKJ7D4RJ6DUO636ZWMXOFT2}

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	2026-05-18T03:40:27.141454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9252527e3e453e1d1dedfb3665dc59e9e6577e41ae0e9ea804428d187fa36e4

Aliases

arxiv: 1211.4384 · arxiv_version: 1211.4384v1 · doi: 10.48550/arxiv.1211.4384 · pith_short_12: ZESSKJ7D4RJ6 · pith_short_16: ZESSKJ7D4RJ6DUO6 · pith_short_8: ZESSKJ7D

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/ZESSKJ7D4RJ6DUO636ZWMXOFT2 \
  | 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: c9252527e3e453e1d1dedfb3665dc59e9e6577e41ae0e9ea804428d187fa36e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb68e8cb44a817ca12c649c3e0aea7f32b31d2a827c5916fc343cf8bb78a5788",
    "cross_cats_sorted": [
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2012-11-19T12:19:45Z",
    "title_canon_sha256": "0f4c65d4b8c3800bc560838535970a4a8140bf0f4a906fb0e896214d078e44f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1211.4384",
    "kind": "arxiv",
    "version": 1
  }
}