Pith Number

pith:3EFZODKP

pith:2024:3EFZODKPF7WQCZ665VXCXW2GQB

not attested not anchored not stored refs pending

Thompson Sampling in Partially Observable Contextual Bandits

Hongju Park, Mohamad Kazem Shirani Faradonbeh

arxiv:2402.10289 v1 · 2024-02-15 · stat.ML · 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{3EFZODKPF7WQCZ665VXCXW2GQB}

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

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype

Receipt and verification

First computed	2026-07-05T07:45:54.415979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d90b970d4f2fed0167deed6e2bdb4680501b6f24299b3ec25844ca345f61f461

Aliases

arxiv: 2402.10289 · arxiv_version: 2402.10289v1 · doi: 10.48550/arxiv.2402.10289 · pith_short_12: 3EFZODKPF7WQ · pith_short_16: 3EFZODKPF7WQCZ66 · pith_short_8: 3EFZODKP

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/3EFZODKPF7WQCZ665VXCXW2GQB \
  | 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: d90b970d4f2fed0167deed6e2bdb4680501b6f24299b3ec25844ca345f61f461

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6bec3e7262830d06ba76623d6a6bcfa96c27f6eaba438862645ee5147d95021",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-15T19:37:39Z",
    "title_canon_sha256": "3fd04ec65ae92b4378a834b952b3857c52902d7a1311b081afc08735706e3042"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10289",
    "kind": "arxiv",
    "version": 1
  }
}