Pith Number

pith:HUUAKII5

pith:2025:HUUAKII5JR3RRLR37CIJ7FZTPT

not attested not anchored not stored refs pending

Strategic A/B testing via Maximum Probability-driven Two-armed Bandit

Bokui Wan, Jinjuan Wang, Shanshan Zhao, Xiaodong Yan, Yu Zhang

arxiv:2506.22536 v1 · 2025-06-27 · stat.ML · cs.LG · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HUUAKII5JR3RRLR37CIJ7FZTPT}

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	2026-07-05T11:28:40.236988Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d2805211d4c7718ae3bf8909f97337cd640d008b7bf72e6ed56ed0f7edfec2d

Aliases

arxiv: 2506.22536 · arxiv_version: 2506.22536v1 · doi: 10.48550/arxiv.2506.22536 · pith_short_12: HUUAKII5JR3R · pith_short_16: HUUAKII5JR3RRLR3 · pith_short_8: HUUAKII5

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/HUUAKII5JR3RRLR37CIJ7FZTPT \
  | 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: 3d2805211d4c7718ae3bf8909f97337cd640d008b7bf72e6ed56ed0f7edfec2d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59b29776130ad0f3162a7441ec83cdf84e7bba5c7dd31aabd87d70645dbd213c",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-06-27T17:15:57Z",
    "title_canon_sha256": "4197aca09d4744b2638811cfce397f0c8e893529b344fb8419d2107dffb59f35"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22536",
    "kind": "arxiv",
    "version": 1
  }
}