Pith Number

pith:KNV3ILLV

pith:2021:KNV3ILLVHJKKIAT2CZB66OFGO2

not attested not anchored not stored refs pending

Bandit Algorithms for Precision Medicine

Ambuj Tewari, Yangyi Lu, Ziping Xu

arxiv:2108.04782 v1 · 2021-08-10 · stat.ML · 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{KNV3ILLVHJKKIAT2CZB66OFGO2}

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.

Cited by

1 paper in Pith

Non-Linear Model-Based Sequential Decision-Making in Agriculture

Receipt and verification

First computed	2026-07-05T03:04:34.060060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

536bb42d753a54a4027a1643ef38a676b4fbdfe031b522aa709337c85cfd7314

Aliases

arxiv: 2108.04782 · arxiv_version: 2108.04782v1 · doi: 10.48550/arxiv.2108.04782 · pith_short_12: KNV3ILLVHJKK · pith_short_16: KNV3ILLVHJKKIAT2 · pith_short_8: KNV3ILLV

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/KNV3ILLVHJKKIAT2CZB66OFGO2 \
  | 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: 536bb42d753a54a4027a1643ef38a676b4fbdfe031b522aa709337c85cfd7314

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ceb9a6dadf214c01fe4d6b73b5e7db2ef4f7f83084ebfb3e1f75f2e41550767",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-08-10T16:52:52Z",
    "title_canon_sha256": "cdf562e21cc77c11453be954f426c68dc086f8b0d8f32aa49d9e7d8355abdebf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.04782",
    "kind": "arxiv",
    "version": 1
  }
}