Pith Number

pith:AWBNUBAH

pith:2019:AWBNUBAHLHKYOA4OKVHSKRMV3E

not attested not anchored not stored refs pending

A Survey on Practical Applications of Multi-Armed and Contextual Bandits

Djallel Bouneffouf, Irina Rish

arxiv:1904.10040 v1 · 2019-04-02 · 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{AWBNUBAHLHKYOA4OKVHSKRMV3E}

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

3 papers in Pith

A Review of Causal Decision Making

Active Context Selection Improves Simple Regret in Contextual Bandits

Beyond Static Bias: Adaptive Multi-Fidelity Bandits with Improving Proxies

Receipt and verification

First computed	2026-05-17T23:47:55.212530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0582da040759d587038e554f254595d937cca7d9d18c470451b3bf0c8e01e9b5

Aliases

arxiv: 1904.10040 · arxiv_version: 1904.10040v1 · doi: 10.48550/arxiv.1904.10040 · pith_short_12: AWBNUBAHLHKY · pith_short_16: AWBNUBAHLHKYOA4O · pith_short_8: AWBNUBAH

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/AWBNUBAHLHKYOA4OKVHSKRMV3E \
  | 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: 0582da040759d587038e554f254595d937cca7d9d18c470451b3bf0c8e01e9b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31d52c7523bc1fe588d07c9c5885b06bc4e1f34979870e5211d9a30f559033fd",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-02T14:17:40Z",
    "title_canon_sha256": "5fb374f818f419c3f25f0e888c903da44f45130e9ebcfd9f136c704be4cfc5b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.10040",
    "kind": "arxiv",
    "version": 1
  }
}