Pith Number

pith:LHVID24C

pith:2017:LHVID24CCWSV3F6EGVAVQ5N5MX

not attested not anchored not stored refs pending

An Actor-Critic Contextual Bandit Algorithm for Personalized Mobile Health Interventions

Ambuj Tewari, Huitian Lei, Susan A. Murphy, Yangyi Lu

arxiv:1706.09090 v2 · 2017-06-28 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{LHVID24CCWSV3F6EGVAVQ5N5MX}

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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

4 papers in Pith

Stochastic Linear Contextual Bandits with Bounded Noise: A Set-Membership Approach

SmartWalkCoach: An AI Companion for End-to-End Walking Guidance, Motivation, and Reflection

Human-in-the-Loop Multi-Agent Ventilator Decision Support with Contextual Bandit Preference Learning

An adaptive variance estimator for relative sparsity

Receipt and verification

First computed	2026-07-05T04:17:01.827807Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59ea81eb8215a55d97c435415875bd65e257d2b4e3f1d7654e3dca59a17a9c1e

Aliases

arxiv: 1706.09090 · arxiv_version: 1706.09090v2 · doi: 10.48550/arxiv.1706.09090 · pith_short_12: LHVID24CCWSV · pith_short_16: LHVID24CCWSV3F6E · pith_short_8: LHVID24C

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/LHVID24CCWSV3F6EGVAVQ5N5MX \
  | 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: 59ea81eb8215a55d97c435415875bd65e257d2b4e3f1d7654e3dca59a17a9c1e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03da497b3a8b092137dff00f65ec10f71f064dc3e42f42b53bdd3491459acbb6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-06-28T00:56:22Z",
    "title_canon_sha256": "b4b037c258e43a849f3a7df4495447afe0f1dff057b8294b8437f5728a39f6e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.09090",
    "kind": "arxiv",
    "version": 2
  }
}