Pith Number

pith:NNHCROBU

pith:2016:NNHCROBUEKE5RWZIDRESCGCKV3

not attested not anchored not stored refs pending

Conservative Contextual Linear Bandits

Abbas Kazerouni, Benjamin Van Roy, Mohammad Ghavamzadeh, Yasin Abbasi-Yadkori

arxiv:1611.06426 v2 · 2016-11-19 · 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{NNHCROBUEKE5RWZIDRESCGCKV3}

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	2026-05-18T00:49:31.713581Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b4e28b8342289d8db281c4921184aaee53879bd79427310e9c3e8fde70046cb

Aliases

arxiv: 1611.06426 · arxiv_version: 1611.06426v2 · doi: 10.48550/arxiv.1611.06426 · pith_short_12: NNHCROBUEKE5 · pith_short_16: NNHCROBUEKE5RWZI · pith_short_8: NNHCROBU

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/NNHCROBUEKE5RWZIDRESCGCKV3 \
  | 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: 6b4e28b8342289d8db281c4921184aaee53879bd79427310e9c3e8fde70046cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23b4d9bfba2831d06573adeee13e2ea667ffcf02a638a6148eda91b42a1431c6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-11-19T20:36:30Z",
    "title_canon_sha256": "ed16e894900ac85c333ac2bd861bbd637b08e016ed2d182d06583a4b904a4081"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.06426",
    "kind": "arxiv",
    "version": 2
  }
}