Pith Number

pith:4ITN3NGY

pith:2021:4ITN3NGYYLHYTX7BU5NIMFCZ3W

not attested not anchored not stored refs pending

Learn to Intervene: An Adaptive Learning Policy for Restless Bandits in Application to Preventive Healthcare

Arpita Biswas, Gaurav Aggarwal, Milind Tambe, Pradeep Varakantham

arxiv:2105.07965 v2 · 2021-05-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4ITN3NGYYLHYTX7BU5NIMFCZ3W}

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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

5 papers in Pith

From Restless to Contextual: A Thresholding Bandit Reformulation For Finite-horizon Improvement

Fair and Efficient Scheduling for Sensor Networks via Online Whittle Index Policy

Online Learning of Whittle Indices for Restless Bandits with Non-Stationary Transition Kernels

Optimizing Resource-Constrained Non-Pharmaceutical Interventions for Multi-Cluster Outbreak Control Using Hierarchical Reinforcement Learning

Fair and Efficient Scheduling for Sensor Networks via Online Whittle Index Policy

Receipt and verification

First computed	2026-07-05T03:00:09.483255Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e226ddb4d8c2cf89dfe1a75a861459dd8acd55479e6aaea676b1db335479dd33

Aliases

arxiv: 2105.07965 · arxiv_version: 2105.07965v2 · doi: 10.48550/arxiv.2105.07965 · pith_short_12: 4ITN3NGYYLHY · pith_short_16: 4ITN3NGYYLHYTX7B · pith_short_8: 4ITN3NGY

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/4ITN3NGYYLHYTX7BU5NIMFCZ3W \
  | 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: e226ddb4d8c2cf89dfe1a75a861459dd8acd55479e6aaea676b1db335479dd33

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64b64ad36a264abe4c4a94fd0220e679e00288f2da9f140a9622763ce2d9d578",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-17T15:44:55Z",
    "title_canon_sha256": "77b335ac32e3716378fe92270ef1232f37ddb232617c6e1a245f449af168ea6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.07965",
    "kind": "arxiv",
    "version": 2
  }
}