Pith Number

pith:VAFDMNAL

pith:2024:VAFDMNAL3AEY3ZZ45VSBWEKWGA

not attested not anchored not stored refs pending

Adaptive Experimental Design for Policy Learning

Kyohei Okumura, Masahiro Kato, Takuya Ishihara, Toru Kitagawa

arxiv:2401.03756 v4 · 2024-01-08 · cs.LG · cs.AI · econ.EM · stat.ME · 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{VAFDMNAL3AEY3ZZ45VSBWEKWGA}

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

1 paper in Pith

Active Context Selection Improves Simple Regret in Contextual Bandits

Receipt and verification

First computed	2026-07-05T11:24:02.234230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a80a36340bd8098de73ced641b1156301f99e19a0285866a4f7acb9957a8e9fd

Aliases

arxiv: 2401.03756 · arxiv_version: 2401.03756v4 · doi: 10.48550/arxiv.2401.03756 · pith_short_12: VAFDMNAL3AEY · pith_short_16: VAFDMNAL3AEY3ZZ4 · pith_short_8: VAFDMNAL

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/VAFDMNAL3AEY3ZZ45VSBWEKWGA \
  | 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: a80a36340bd8098de73ced641b1156301f99e19a0285866a4f7acb9957a8e9fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3f0ce444f264a054440675b7d654a199e2784c6e5e2c7b9481bc9a472eea6b0",
    "cross_cats_sorted": [
      "cs.AI",
      "econ.EM",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-08T09:29:07Z",
    "title_canon_sha256": "78248ddc35087ffdfb6ba7d366f160d2f13f5f7ba6da85f789aa36a217c1927b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.03756",
    "kind": "arxiv",
    "version": 4
  }
}