Pith. sign in
Pith Number

pith:6BSDRZTR

pith:2021:6BSDRZTRRR6TMQ25Y7EENJT7NA
not attested not anchored not stored refs pending

An Analysis of Reinforcement Learning for Malaria Control

Arinze Lawrence Folarin, Ndivhuwo Makondo, Sekou Lionel Remy, Simphiwe Nhlahla Zitha

arxiv:2107.08988 v1 · 2021-07-19 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6BSDRZTRRR6TMQ25Y7EENJT7NA}

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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.
Receipt and verification
First computed 2026-07-05T02:58:54.889515Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f06438e6718c7d36435dc7c846a67f6801e367efe78178c3971a5a54fbc7f527

Aliases

arxiv: 2107.08988 · arxiv_version: 2107.08988v1 · doi: 10.48550/arxiv.2107.08988 · pith_short_12: 6BSDRZTRRR6T · pith_short_16: 6BSDRZTRRR6TMQ25 · pith_short_8: 6BSDRZTR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6BSDRZTRRR6TMQ25Y7EENJT7NA \
  | 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: f06438e6718c7d36435dc7c846a67f6801e367efe78178c3971a5a54fbc7f527
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "887cc9b28a762c8ce9a670c363542fc54f7820579ef59d9d638fa560fb87cb04",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-19T16:00:40Z",
    "title_canon_sha256": "ea36676d718eb57991d237e3d136d7afbc25ad0b74c9b16fed85f6d42cf43f0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.08988",
    "kind": "arxiv",
    "version": 1
  }
}