Pith Number

pith:KPUXKEOQ

pith:2020:KPUXKEOQYKHHWH5NMF5ITT76XA

not attested not anchored not stored refs pending

Lenient Regret for Multi-Armed Bandits

Nadav Merlis, Shie Mannor

arxiv:2008.03959 v4 · 2020-08-10 · 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{KPUXKEOQYKHHWH5NMF5ITT76XA}

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

Adaptive Experiments Under Data Sparse Settings: Applications for Educational Platforms

Receipt and verification

First computed	2026-07-05T03:13:22.739282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53e97511d0c28e7b1fad617a89cffeb8073b060d770294b7ec062b7cff91a2cd

Aliases

arxiv: 2008.03959 · arxiv_version: 2008.03959v4 · doi: 10.48550/arxiv.2008.03959 · pith_short_12: KPUXKEOQYKHH · pith_short_16: KPUXKEOQYKHHWH5N · pith_short_8: KPUXKEOQ

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/KPUXKEOQYKHHWH5NMF5ITT76XA \
  | 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: 53e97511d0c28e7b1fad617a89cffeb8073b060d770294b7ec062b7cff91a2cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5adcd8f3ab99ee5c2e0ffb02ba501fb420a2edd8415c41dcf00e6fe95ecd3447",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-10T08:30:52Z",
    "title_canon_sha256": "8b4ef5eeaf69968f7998ba412cf214dab90f3ebb8b39c72318063a7ab2e9aa39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.03959",
    "kind": "arxiv",
    "version": 4
  }
}