Pith Number

pith:BUXF6G5L

pith:2022:BUXF6G5LNSCW2SW5KSRSDIZTXH

not attested not anchored not stored refs pending

Anytime-valid off-policy inference for contextual bandits

Aaditya Ramdas, Ian Waudby-Smith, Lili Wu, Nikos Karampatziakis, Paul Mineiro

arxiv:2210.10768 v3 · 2022-10-19 · stat.ME · cs.LG · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BUXF6G5LNSCW2SW5KSRSDIZTXH}

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

3 papers in Pith

Anytime-valid Optimal Policy Identification

A General Framework for Optimal Group Sequential Testing via Mixed-Integer Linear Programming

Receipt and verification

First computed	2026-07-05T08:55:47.737430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d2e5f1bab6c856d4add54a321a333b9ea22b4b262f65f8ba708921504763feb

Aliases

arxiv: 2210.10768 · arxiv_version: 2210.10768v3 · doi: 10.48550/arxiv.2210.10768 · pith_short_12: BUXF6G5LNSCW · pith_short_16: BUXF6G5LNSCW2SW5 · pith_short_8: BUXF6G5L

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/BUXF6G5LNSCW2SW5KSRSDIZTXH \
  | 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: 0d2e5f1bab6c856d4add54a321a333b9ea22b4b262f65f8ba708921504763feb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8bee1ebddfc9833362143096d850ec1ffc8bda83b4b13e42c2af3f88b89024e",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2022-10-19T17:57:53Z",
    "title_canon_sha256": "b95066e3404ba01a6078d8b335c11890750e5f28dd53aca3b24164b4a59e2267"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.10768",
    "kind": "arxiv",
    "version": 3
  }
}