Pith Number

pith:NIZRNCP3

pith:2022:NIZRNCP3GPHBDWFOHVDAA6XU7B

not attested not anchored not stored refs pending

Provably and Practically Efficient Neural Contextual Bandits

Qing Zhao, Sattar Vakili, Sudeep Salgia

arxiv:2206.00099 v1 · 2022-05-31 · 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{NIZRNCP3GPHBDWFOHVDAA6XU7B}

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

Online Clustering of Dueling Bandits

Receipt and verification

First computed	2026-07-05T04:28:12.999995Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a331689fb33ce11d8ae3d46007af4f84347d2a4577216ae4678d724661232c2

Aliases

arxiv: 2206.00099 · arxiv_version: 2206.00099v1 · doi: 10.48550/arxiv.2206.00099 · pith_short_12: NIZRNCP3GPHB · pith_short_16: NIZRNCP3GPHBDWFO · pith_short_8: NIZRNCP3

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/NIZRNCP3GPHBDWFOHVDAA6XU7B \
  | 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: 6a331689fb33ce11d8ae3d46007af4f84347d2a4577216ae4678d724661232c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc19e401bf1f7e2f789fb6dbca8b9e6983e3c18a9a85b19a47fc7bdc306ba133",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-05-31T20:16:55Z",
    "title_canon_sha256": "4799afd23d4ce157c5f09af8db7c077697667a4af3696fc1d32df156454a04db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.00099",
    "kind": "arxiv",
    "version": 1
  }
}