Pith Number

pith:XSXAETM7

pith:2026:XSXAETM74RJ2CITLFHRXF673D5

not attested not anchored not stored refs pending

Kernel weighted importance sampling for off-policy evaluation in contextual bandits

Erica E.M. Moodie, Joshua Spear, Matthieu Komorowski, Neil J Sebire, Rebecca Pope

arxiv:2607.15067 v1 · 2026-07-16 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XSXAETM74RJ2CITLFHRXF673D5}

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	2026-07-17T01:22:07.809400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcae024d9fe453a1226b29e372fbfb1f7b7b8f23ab349637f5939889492fcc22

Aliases

arxiv: 2607.15067 · arxiv_version: 2607.15067v1 · doi: 10.48550/arxiv.2607.15067 · pith_short_12: XSXAETM74RJ2 · pith_short_16: XSXAETM74RJ2CITL · pith_short_8: XSXAETM7

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/XSXAETM74RJ2CITLFHRXF673D5 \
  | 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: bcae024d9fe453a1226b29e372fbfb1f7b7b8f23ab349637f5939889492fcc22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69b4cbd60c5d7ccb70025d972e60dab870cb1196318d0e7e2d1d0efcdbd051b4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-16T14:38:23Z",
    "title_canon_sha256": "cadc475ec23cadcf9d5393bcd0c3440cfc50ffbbe205cca33ee63a73f73e3770"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.15067",
    "kind": "arxiv",
    "version": 1
  }
}