Pith Number

pith:I362ATIN

pith:2016:I362ATIN4JNDXI4BXMKIVA3CTA

not attested not anchored not stored refs pending

Latent Contextual Bandits and their Application to Personalized Recommendations for New Users

Emma Brunskill, Li Zhou

arxiv:1604.06743 v1 · 2016-04-22 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I362ATIN4JNDXI4BXMKIVA3CTA}

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	2026-05-18T01:16:28.256386Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46fda04d0de25a3ba381bb148a836298028fa40a32724b4a9bd334839e8d13a4

Aliases

arxiv: 1604.06743 · arxiv_version: 1604.06743v1 · doi: 10.48550/arxiv.1604.06743 · pith_short_12: I362ATIN4JND · pith_short_16: I362ATIN4JNDXI4B · pith_short_8: I362ATIN

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/I362ATIN4JNDXI4BXMKIVA3CTA \
  | 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: 46fda04d0de25a3ba381bb148a836298028fa40a32724b4a9bd334839e8d13a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "592cd51b0524c0b3c6b479af6a6e6e077658c880d6787cad2f2a9a7667751b0e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-04-22T16:47:04Z",
    "title_canon_sha256": "fa3386ee9cffff2f5f14694f5784a3ef0deb6482948f6d12c4ec69ef05725b08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1604.06743",
    "kind": "arxiv",
    "version": 1
  }
}