Pith Number

pith:MQH2ASQV

pith:2018:MQH2ASQVH27RO4NOOI4J3MH7R2

not attested not anchored not stored refs pending

Deep Contextual Multi-armed Bandits

Hector Urdiales Llorens, Mark Collier

arxiv:1807.09809 v1 · 2018-07-25 · cs.LG · 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{MQH2ASQVH27RO4NOOI4J3MH7R2}

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

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs

Receipt and verification

First computed	2026-05-18T00:09:46.564620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

640fa04a153ebf1771ae72389db0ff8ea9e87063d36a2d7eb076fd0659274637

Aliases

arxiv: 1807.09809 · arxiv_version: 1807.09809v1 · doi: 10.48550/arxiv.1807.09809 · pith_short_12: MQH2ASQVH27R · pith_short_16: MQH2ASQVH27RO4NO · pith_short_8: MQH2ASQV

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/MQH2ASQVH27RO4NOOI4J3MH7R2 \
  | 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: 640fa04a153ebf1771ae72389db0ff8ea9e87063d36a2d7eb076fd0659274637

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b563ec375e9fff8c6dfb66d3afec2ffe60fd8060291fff8e068d20566d88114d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-25T18:25:45Z",
    "title_canon_sha256": "696ae03a4e8b61da53ec367cd528b681c1e85487b3e21e5089fa02d8a963a6af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.09809",
    "kind": "arxiv",
    "version": 1
  }
}