Pith Number

pith:GWQ6YF7T

pith:2012:GWQ6YF7TJIPTOJBHOF7T2LB53C

not attested not anchored not stored refs pending

Clustered Bandits

Loc Bui, Ramesh Johari, Shie Mannor

arxiv:1206.4169 v1 · 2012-06-19 · 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{GWQ6YF7TJIPTOJBHOF7T2LB53C}

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

1 paper in Pith

Identifiable Latent Bandits: Leveraging observational data for personalized decision-making

Receipt and verification

First computed	2026-05-18T02:21:08.864475Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35a1ec17f34a1f372427717f3d2c3dd88cd99339be671fd169ad25ad8de6f1a4

Aliases

arxiv: 1206.4169 · arxiv_version: 1206.4169v1 · doi: 10.48550/arxiv.1206.4169 · pith_short_12: GWQ6YF7TJIPT · pith_short_16: GWQ6YF7TJIPTOJBH · pith_short_8: GWQ6YF7T

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/GWQ6YF7TJIPTOJBHOF7T2LB53C \
  | 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: 35a1ec17f34a1f372427717f3d2c3dd88cd99339be671fd169ad25ad8de6f1a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f31191474a9eb02137772ba661951dd172f2ec1d05222992655d0bba0020ce97",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-06-19T10:26:45Z",
    "title_canon_sha256": "8221931d11e25dc13ed9d1a3559361767a6984976d83872b7ea3e55557185295"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1206.4169",
    "kind": "arxiv",
    "version": 1
  }
}