Pith Number

pith:MW5BIQQ5

pith:2024:MW5BIQQ5G3FCZBSEA4Q3RCN4QD

not attested not anchored not stored refs pending

A Decision-Language Model (DLM) for Dynamic Restless Multi-Armed Bandit Tasks in Public Health

Aparna Taneja, Dheeraj Nagaraj, Edwin Zhang, Milind Tambe, Nikhil Behari, Yunfan Zhao

arxiv:2402.14807 v4 · 2024-02-22 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MW5BIQQ5G3FCZBSEA4Q3RCN4QD}

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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

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

Receipt and verification

First computed	2026-07-05T11:10:45.232046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65ba14421d36ca2c86440721b889bc80c09f0851f467f8db8ce925085f14862c

Aliases

arxiv: 2402.14807 · arxiv_version: 2402.14807v4 · doi: 10.48550/arxiv.2402.14807 · pith_short_12: MW5BIQQ5G3FC · pith_short_16: MW5BIQQ5G3FCZBSE · pith_short_8: MW5BIQQ5

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/MW5BIQQ5G3FCZBSEA4Q3RCN4QD \
  | 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: 65ba14421d36ca2c86440721b889bc80c09f0851f467f8db8ce925085f14862c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb39c14c4904531040446cf0a49f5fce4c402d95b5af3a6e87a6aba1417b5eb9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-02-22T18:58:27Z",
    "title_canon_sha256": "e5ccab046b8b6a8e0946f872a7d4d87032d3d4c7445e3e02ea7025e2055882b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14807",
    "kind": "arxiv",
    "version": 4
  }
}