Pith Number

pith:HLMNOYJG

pith:2019:HLMNOYJGUXIVU3ONOSIZZDNDOA

not attested not anchored not stored refs pending

Online Learning to Estimate Warfarin Dose with Contextual Linear Bandits

Hai Xiao

arxiv:1907.05496 v1 · 2019-07-11 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HLMNOYJGUXIVU3ONOSIZZDNDOA}

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	2026-05-17T23:40:48.198230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ad8d76126a5d15a6dcd74919c8da37033df829e6ce67358bab45a3de4c8a741

Aliases

arxiv: 1907.05496 · arxiv_version: 1907.05496v1 · doi: 10.48550/arxiv.1907.05496 · pith_short_12: HLMNOYJGUXIV · pith_short_16: HLMNOYJGUXIVU3ON · pith_short_8: HLMNOYJG

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/HLMNOYJGUXIVU3ONOSIZZDNDOA \
  | 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: 3ad8d76126a5d15a6dcd74919c8da37033df829e6ce67358bab45a3de4c8a741

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a90fe3077d30c083f064e6e86eaafeda756e1c41818f7fb88577b54df9ab9c71",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-11T21:27:24Z",
    "title_canon_sha256": "a24d9861d99a825bd6e5b9bce05c353280d19417fafa8d08a807492298253aed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.05496",
    "kind": "arxiv",
    "version": 1
  }
}