Pith Number

pith:NKIJBRUE

pith:2021:NKIJBRUEAFHWFX5LSAOYVP2JZJ

not attested not anchored not stored refs pending

Decentralized Upper Confidence Bound Algorithms for Homogeneous Multi-Agent Multi-Armed Bandits

Alec Koppel, Christopher S. Smith, Ethan Mulle, Ji Liu, Jingxuan Zhu

arxiv:2111.10933 v4 · 2021-11-22 · cs.LG · cs.SY · eess.SY

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\usepackage{pith}
\pithnumber{NKIJBRUEAFHWFX5LSAOYVP2JZJ}

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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	2026-07-05T09:54:41.846192Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a9090c684014f62dfab901d8abf49ca7b76a5c90b7faecedb4f79927f2bcf39

Aliases

arxiv: 2111.10933 · arxiv_version: 2111.10933v4 · doi: 10.48550/arxiv.2111.10933 · pith_short_12: NKIJBRUEAFHW · pith_short_16: NKIJBRUEAFHWFX5L · pith_short_8: NKIJBRUE

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/NKIJBRUEAFHWFX5LSAOYVP2JZJ \
  | 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: 6a9090c684014f62dfab901d8abf49ca7b76a5c90b7faecedb4f79927f2bcf39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b4341a031e038254da69d3ea8002af1d323528f802e85bbe6a7763259d8a47d",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-22T01:05:52Z",
    "title_canon_sha256": "08277d852226557ae7cab211b853b6c52047e2807a452dbb1a94a612dafbf824"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.10933",
    "kind": "arxiv",
    "version": 4
  }
}