Pith. sign in
Pith Number

pith:FJUZ6IUZ

pith:2021:FJUZ6IUZOGN6VBMQPNMGRVLFNC
not attested not anchored not stored refs pending

Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-Profits in Improving Maternal and Child Health

Aditya Mate, Aparna Hegde, Aparna Taneja, Gargi Singh, Lovish Madaan, Milind Tambe, Neha Madhiwalla, Pradeep Varakantham, Shresth Verma

arxiv:2109.08075 v2 · 2021-09-16 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FJUZ6IUZOGN6VBMQPNMGRVLFNC}

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 2026-07-05T03:26:20.366672Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2a699f2299719bea85907b5868d56568945c8c018adfddca501df07af4cde279

Aliases

arxiv: 2109.08075 · arxiv_version: 2109.08075v2 · doi: 10.48550/arxiv.2109.08075 · pith_short_12: FJUZ6IUZOGN6 · pith_short_16: FJUZ6IUZOGN6VBMQ · pith_short_8: FJUZ6IUZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FJUZ6IUZOGN6VBMQPNMGRVLFNC \
  | 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: 2a699f2299719bea85907b5868d56568945c8c018adfddca501df07af4cde279
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6c73a1124e9c9a328757d80ffcb85254550ab348f51c0abb7b5dc84808165ac6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-16T16:04:48Z",
    "title_canon_sha256": "34a2750f44c8c8a723bc0155448dec901cda745ed5fce7c7b97ada87f7b787c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.08075",
    "kind": "arxiv",
    "version": 2
  }
}