Pith Number

pith:VQZKJN5F

pith:2022:VQZKJN5FAEEQ4D5R6X6ASYSMS7

not attested not anchored not stored refs pending

Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health

Aditya Mate, Aparna Hegde, Aparna Taneja, Kai Wang, Milind Tambe, Neha Madhiwalla, Sanket Shah, Shresth Verma

arxiv:2202.00916 v4 · 2022-02-02 · 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{VQZKJN5FAEEQ4D5R6X6ASYSMS7}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T06:40:27.693038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac32a4b7a501090e0fb1f5fc09624c97e0e8cf76463f0698ff145e5a822d7619

Aliases

arxiv: 2202.00916 · arxiv_version: 2202.00916v4 · doi: 10.48550/arxiv.2202.00916 · pith_short_12: VQZKJN5FAEEQ · pith_short_16: VQZKJN5FAEEQ4D5R · pith_short_8: VQZKJN5F

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/VQZKJN5FAEEQ4D5R6X6ASYSMS7 \
  | 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: ac32a4b7a501090e0fb1f5fc09624c97e0e8cf76463f0698ff145e5a822d7619

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c3b001f42dee53bf95c8cd2257fe0330f6e8bb1eff4ef1c5d19bdea3ceacd03",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-02T08:36:10Z",
    "title_canon_sha256": "a3e73597228bb0a43af6ff57f72fc2d69245882ef7501af6d921b865b543e5ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.00916",
    "kind": "arxiv",
    "version": 4
  }
}