Pith Number

pith:JJK3GND2

pith:2025:JJK3GND2C7WG4GHKGZ4AMESUPP

not attested not anchored not stored refs pending

Demystifying Online Clustering of Bandits: Enhanced Exploration Under Stochastic and Smoothed Adversarial Contexts

John C.S. Lui, Maoli Liu, Xiangxiang Dai, Zhuohua Li

arxiv:2501.00891 v1 · 2025-01-01 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{JJK3GND2C7WG4GHKGZ4AMESUPP}

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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	2026-07-05T09:56:11.695516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a55b3347a17ec6e18ea36780612547bfb4777a7912a9af02c6cb4969714f651

Aliases

arxiv: 2501.00891 · arxiv_version: 2501.00891v1 · doi: 10.48550/arxiv.2501.00891 · pith_short_12: JJK3GND2C7WG · pith_short_16: JJK3GND2C7WG4GHK · pith_short_8: JJK3GND2

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/JJK3GND2C7WG4GHKGZ4AMESUPP \
  | 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: 4a55b3347a17ec6e18ea36780612547bfb4777a7912a9af02c6cb4969714f651

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b58c3fa32fd3f352d0e3da71bc148e5a0d4bef15a4a2ce34cf567cc5c6858907",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-01T16:38:29Z",
    "title_canon_sha256": "633740f205c0a87215ea8f6ba03c6e1bfaa42fc7945c110cdc4216a53fa0f0a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00891",
    "kind": "arxiv",
    "version": 1
  }
}