Pith Number

pith:X7O24YLT

pith:2019:X7O24YLTZ27AKD2Z2WOIQ727OE

not attested not anchored not stored refs pending

Differential Privacy for Multi-armed Bandits: What Is It and What Is Its Cost?

Aristide Tossou, Christos Dimitrakakis, Debabrota Basu

arxiv:1905.12298 v2 · 2019-05-29 · 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{X7O24YLTZ27AKD2Z2WOIQ727OE}

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

Minimax Quantile Lower Bounds for Interactive Statistical Decision Making with Privacy

Differentially Private Best-Arm Identification

Unlearning Offline Stochastic Multi-Armed Bandits

Receipt and verification

First computed	2026-07-05T01:13:05.941206Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfddae6173cebe050f59d59c887f5f7101c943d4e312a8cd5dfac05767707ec1

Aliases

arxiv: 1905.12298 · arxiv_version: 1905.12298v2 · doi: 10.48550/arxiv.1905.12298 · pith_short_12: X7O24YLTZ27A · pith_short_16: X7O24YLTZ27AKD2Z · pith_short_8: X7O24YLT

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/X7O24YLTZ27AKD2Z2WOIQ727OE \
  | 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: bfddae6173cebe050f59d59c887f5f7101c943d4e312a8cd5dfac05767707ec1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3154eb6d690de8179a3df77b6b75eca2379f9734b0ed1dcd98c8c9dfa80fefe",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-29T09:56:41Z",
    "title_canon_sha256": "552d2aefc3ea49ad335d18775eb356f572157e836df99802e22f375e99b034c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.12298",
    "kind": "arxiv",
    "version": 2
  }
}