Pith Number

pith:F2ET23DQ

pith:2016:F2ET23DQAA2H4YLXKMMET454MN

not attested not anchored not stored refs pending

On Context-Dependent Clustering of Bandits

Alexandros Karatzoglou, Claudio Gentile, Evans Etrue, Giovanni Zappella, Purushottam Kar, Shuai Li

arxiv:1608.03544 v2 · 2016-08-06 · cs.LG · cs.AI · cs.IR · stat.ML

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\usepackage{pith}
\pithnumber{F2ET23DQAA2H4YLXKMMET454MN}

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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

Heterogeneous Multi-agent Multi-armed Bandits on Stochastic Block Models

Receipt and verification

First computed	2026-05-18T00:49:58.661104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e893d6c7000347e6177531849f3bc637657ec68d8cd6c8b4de093aed3d9059b

Aliases

arxiv: 1608.03544 · arxiv_version: 1608.03544v2 · doi: 10.48550/arxiv.1608.03544 · pith_short_12: F2ET23DQAA2H · pith_short_16: F2ET23DQAA2H4YLX · pith_short_8: F2ET23DQ

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/F2ET23DQAA2H4YLXKMMET454MN \
  | 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: 2e893d6c7000347e6177531849f3bc637657ec68d8cd6c8b4de093aed3d9059b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f64a0cbf7e3a6268f994cf9789cc64fb02c81e757f99cb7ca9848d081cb7bee",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-08-06T14:13:28Z",
    "title_canon_sha256": "b5ff58ed92fea0123a7ae0abbdbb72854696ee2e1f207bcf75f13ec153bc9240"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1608.03544",
    "kind": "arxiv",
    "version": 2
  }
}