Pith Number

pith:PC7WGLTF

pith:2017:PC7WGLTFECPHGSWMNWKBR7QSFP

not attested not anchored not stored refs pending

Provably Optimal Algorithms for Generalized Linear Contextual Bandits

Dengyong Zhou, Lihong Li, Yu Lu

arxiv:1703.00048 v2 · 2017-02-28 · 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{PC7WGLTFECPHGSWMNWKBR7QSFP}

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	2026-05-18T00:42:12.336850Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78bf632e65209e734acc6d9418fe122bf689835c99c4b3f0b717780ca5bc8088

Aliases

arxiv: 1703.00048 · arxiv_version: 1703.00048v2 · doi: 10.48550/arxiv.1703.00048 · pith_short_12: PC7WGLTFECPH · pith_short_16: PC7WGLTFECPHGSWM · pith_short_8: PC7WGLTF

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/PC7WGLTFECPHGSWMNWKBR7QSFP \
  | 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: 78bf632e65209e734acc6d9418fe122bf689835c99c4b3f0b717780ca5bc8088

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "618f8f5c26a0a760802a6776728b8ef31190b34b42bc59b188a09030348ad267",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-02-28T20:39:44Z",
    "title_canon_sha256": "5a6a0d37be5b4971bcb3fe239833eab279fc987a74dd78a9e85e85c24fe09df2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.00048",
    "kind": "arxiv",
    "version": 2
  }
}