Pith Number

pith:BKC4FGLR

pith:2024:BKC4FGLRHG6Q72ZRZMM7OQ6HM5

not attested not anchored not stored refs pending

Leveraging Offline Data in Linear Latent Contextual Bandits

Ambuj Tewari, Chinmaya Kausik, Kevin Tan

arxiv:2405.17324 v2 · 2024-05-27 · cs.LG · cs.AI · 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{BKC4FGLRHG6Q72ZRZMM7OQ6HM5}

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

Budget-Constrained Causal Bandits: Bridging Uplift Modeling and Sequential Decision-Making

Receipt and verification

First computed	2026-07-05T12:02:34.387658Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a85c2997139bd0feb31cb19f743c76758b694149ab60d1dfbc93f498575b301

Aliases

arxiv: 2405.17324 · arxiv_version: 2405.17324v2 · doi: 10.48550/arxiv.2405.17324 · pith_short_12: BKC4FGLRHG6Q · pith_short_16: BKC4FGLRHG6Q72ZR · pith_short_8: BKC4FGLR

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/BKC4FGLRHG6Q72ZRZMM7OQ6HM5 \
  | 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: 0a85c2997139bd0feb31cb19f743c76758b694149ab60d1dfbc93f498575b301

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42802aa8b9d0710a16fa1c76e0e4ab0f09d01dff7aed4ba6463e264c6e1fe51d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-27T16:23:34Z",
    "title_canon_sha256": "081cf7991ce31eeeca06896e8e3264274b116e0bd81b3c2ad49a11ae1ad78b56"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17324",
    "kind": "arxiv",
    "version": 2
  }
}