Pith Number

pith:AD3VUHPU

pith:2019:AD3VUHPUKUYPYGR37SRVWVO6H5

not attested not anchored not stored refs pending

Learning Modular Safe Policies in the Bandit Setting with Application to Adaptive Clinical Trials

Doina Precup, Hossein Aboutalebi, Tibor Schuster

arxiv:1903.01026 v3 · 2019-03-04 · cs.LG · cs.AI · 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{AD3VUHPUKUYPYGR37SRVWVO6H5}

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	2026-05-17T23:43:49.805911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00f75a1df45530fc1a3bfca35b55de3f78c0c3b2c4fadb2baee55f34600392ea

Aliases

arxiv: 1903.01026 · arxiv_version: 1903.01026v3 · doi: 10.48550/arxiv.1903.01026 · pith_short_12: AD3VUHPUKUYP · pith_short_16: AD3VUHPUKUYPYGR3 · pith_short_8: AD3VUHPU

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/AD3VUHPUKUYPYGR37SRVWVO6H5 \
  | 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: 00f75a1df45530fc1a3bfca35b55de3f78c0c3b2c4fadb2baee55f34600392ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c18f49ee0f95a4cf1b82886fed1eb75fed73c32d294d92ac3c852e13d7e316b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-04T00:42:41Z",
    "title_canon_sha256": "795a486875d468f810ab3459bd53d60c2e523aa2236ad9c6204c2e3cf7a5f018"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.01026",
    "kind": "arxiv",
    "version": 3
  }
}