Pith Number

pith:GOXKJ6FI

pith:2019:GOXKJ6FIQQ5HIEOUJXQ4BXOFWL

not attested not anchored not stored refs pending

Optimal Exploitation of Clustering and History Information in Multi-Armed Bandit

Djallel Bouneffouf, Horst Samulowitz, Martin Wistub, Srinivasan Parthasarathy

arxiv:1906.03979 v1 · 2019-05-31 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GOXKJ6FIQQ5HIEOUJXQ4BXOFWL}

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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

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

Receipt and verification

First computed	2026-05-17T23:43:44.281922Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33aea4f8a8843a7411d44de1c0ddc5b2eaa5a167ec275e0cb37e09be1445bb6e

Aliases

arxiv: 1906.03979 · arxiv_version: 1906.03979v1 · doi: 10.48550/arxiv.1906.03979 · pith_short_12: GOXKJ6FIQQ5H · pith_short_16: GOXKJ6FIQQ5HIEOU · pith_short_8: GOXKJ6FI

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/GOXKJ6FIQQ5HIEOUJXQ4BXOFWL \
  | 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: 33aea4f8a8843a7411d44de1c0ddc5b2eaa5a167ec275e0cb37e09be1445bb6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29603a406808e3c5d4e3b863cd5199ad64de77476fb9b983aef9da68790412ad",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-31T14:27:58Z",
    "title_canon_sha256": "232293b1ce2bcb7d8b82e028dcdcb41a544a04612f8f4e4fbcd68d3a60371df0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.03979",
    "kind": "arxiv",
    "version": 1
  }
}