Pith Number

pith:PU37QSLD

pith:2018:PU37QSLDMZ3P5K3EHZVPQERBU5

not attested not anchored not stored refs pending

Multiplayer bandits without observing collision information

Abbas Mehrabian, Gabor Lugosi

arxiv:1808.08416 v2 · 2018-08-25 · cs.LG · cs.GT · 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{PU37QSLDMZ3P5K3EHZVPQERBU5}

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

Accelerated learning from recommender systems using multi-armed bandit

Receipt and verification

First computed	2026-07-05T02:28:46.564178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d37f849636676feab643e6af81221a74ad284c3d7c4ae6c7c63d8289190ea06

Aliases

arxiv: 1808.08416 · arxiv_version: 1808.08416v2 · doi: 10.48550/arxiv.1808.08416 · pith_short_12: PU37QSLDMZ3P · pith_short_16: PU37QSLDMZ3P5K3E · pith_short_8: PU37QSLD

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/PU37QSLDMZ3P5K3EHZVPQERBU5 \
  | 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: 7d37f849636676feab643e6af81221a74ad284c3d7c4ae6c7c63d8289190ea06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fb049b1a71a85c56b27dc9ddd2d8621e50da2bea5ed3eb993b8fb163b47d716",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-08-25T12:06:17Z",
    "title_canon_sha256": "f37174b3277686209e16189a58293fa7d358d24d1bfe4def5946232b7acbfd71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.08416",
    "kind": "arxiv",
    "version": 2
  }
}