Pith Number

pith:O2KJLZ6Q

pith:2024:O2KJLZ6QWJGN4M44YTWSPW4CSE

not attested not anchored not stored refs pending

Off-policy estimation with adaptively collected data: the power of online learning

Cong Ma, Jeonghwan Lee

arxiv:2411.12786 v1 · 2024-11-19 · stat.ML · cs.LG · math.OC · math.ST · 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{O2KJLZ6QWJGN4M44YTWSPW4CSE}

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	2026-07-05T09:38:00.415111Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

769495e7d0b24cde339cc4ed27db829115140af3ca24bde015990935fe13da14

Aliases

arxiv: 2411.12786 · arxiv_version: 2411.12786v1 · doi: 10.48550/arxiv.2411.12786 · pith_short_12: O2KJLZ6QWJGN · pith_short_16: O2KJLZ6QWJGN4M44 · pith_short_8: O2KJLZ6Q

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/O2KJLZ6QWJGN4M44YTWSPW4CSE \
  | 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: 769495e7d0b24cde339cc4ed27db829115140af3ca24bde015990935fe13da14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a6b72f2a0b86e3f19debc64b6cfa0e1a4d8b29e62f8ed5712f235f285c36605",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-11-19T10:18:27Z",
    "title_canon_sha256": "6f52ab736bc64eac90a32acecd932960c11eeb6fc7b310f901faf1aa45007817"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12786",
    "kind": "arxiv",
    "version": 1
  }
}