Pith Number

pith:MMLRPP3E

pith:2018:MMLRPP3ELBJS33WG6JCO7AVHVW

not attested not anchored not stored refs pending

Simple Regret Minimization for Contextual Bandits

Aniket Anand Deshmukh, Clayton Scott, James W. Cutler, Mark Moldwin, Srinagesh Sharma

arxiv:1810.07371 v2 · 2018-10-17 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MMLRPP3ELBJS33WG6JCO7AVHVW}

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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

3 papers in Pith

CurveRL: Principled Distribution-Aware Context Reweighting for LLM Reasoning

Active Learning for Stochastic Contextual Linear Bandits

Active Context Selection Improves Simple Regret in Contextual Bandits

Receipt and verification

First computed	2026-07-05T00:43:53.025542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

631717bf6458532deec6f244ef82a7ad87e630b7277176b8515e1bcbc3cbe6ca

Aliases

arxiv: 1810.07371 · arxiv_version: 1810.07371v2 · doi: 10.48550/arxiv.1810.07371 · pith_short_12: MMLRPP3ELBJS · pith_short_16: MMLRPP3ELBJS33WG · pith_short_8: MMLRPP3E

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/MMLRPP3ELBJS33WG6JCO7AVHVW \
  | 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: 631717bf6458532deec6f244ef82a7ad87e630b7277176b8515e1bcbc3cbe6ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b68c84fb64a949d43606c3f08f5b0afae5a2c1e965ed13d87e7d2fea1c11a440",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-10-17T03:17:26Z",
    "title_canon_sha256": "237f0ca78a756976b81eff2050795b02075f3c982cf643b71b8776f66b0408b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.07371",
    "kind": "arxiv",
    "version": 2
  }
}