Pith Number

pith:JQTORTCM

pith:2015:JQTORTCMYHSU67NVHDDFPPSB6M

not attested not anchored not stored refs pending

A Survey of Online Experiment Design with the Stochastic Multi-Armed Bandit

Giuseppe Burtini, Jason Loeppky, Ramon Lawrence

arxiv:1510.00757 v4 · 2015-10-02 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{JQTORTCMYHSU67NVHDDFPPSB6M}

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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

Productization Challenges of Contextual Multi-Armed Bandits

Receipt and verification

First computed	2026-05-18T01:27:56.743155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c26e8cc4cc1e54f7db538c657be41f31b9ac8f747b673f7f98c6d9ef6f36aaa

Aliases

arxiv: 1510.00757 · arxiv_version: 1510.00757v4 · doi: 10.48550/arxiv.1510.00757 · pith_short_12: JQTORTCMYHSU · pith_short_16: JQTORTCMYHSU67NV · pith_short_8: JQTORTCM

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/JQTORTCMYHSU67NVHDDFPPSB6M \
  | 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: 4c26e8cc4cc1e54f7db538c657be41f31b9ac8f747b673f7f98c6d9ef6f36aaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b745bc1ab2fe3023f9576cd48ff0f9ba9f2623762329fdc2ee893db3508d4455",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2015-10-02T23:28:11Z",
    "title_canon_sha256": "727754a15681887d49c2c440c81f11c0a1d48020b4cfa8f500c865bffbc7a4e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1510.00757",
    "kind": "arxiv",
    "version": 4
  }
}