Pith Number

pith:BMR3W4KO

pith:2019:BMR3W4KO75AR2RTZZCW2UCIMK3

not attested not anchored not stored refs pending

Non-Stochastic Multi-Player Multi-Armed Bandits: Optimal Rate With Collision Information, Sublinear Without

Mark Sellke, S\'ebastien Bubeck, Yuanzhi Li, Yuval Peres

arxiv:1904.12233 v2 · 2019-04-28 · cs.LG · cs.MA · 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{BMR3W4KO75AR2RTZZCW2UCIMK3}

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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

Near-Optimal Privacy-Preserving Learning for Max-Min Fair Multi-Agent Bandits

Receipt and verification

First computed	2026-05-17T23:47:11.899818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b23bb714eff411d4679c8adaa090c56cc873bb57393df43aab24f7330873ec7

Aliases

arxiv: 1904.12233 · arxiv_version: 1904.12233v2 · doi: 10.48550/arxiv.1904.12233 · pith_short_12: BMR3W4KO75AR · pith_short_16: BMR3W4KO75AR2RTZ · pith_short_8: BMR3W4KO

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/BMR3W4KO75AR2RTZZCW2UCIMK3 \
  | 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: 0b23bb714eff411d4679c8adaa090c56cc873bb57393df43aab24f7330873ec7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb47e5712248f8dca439ac7eefa212d04b35747b3d0bdb50e4287d2ba2a6e0c2",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-28T00:21:04Z",
    "title_canon_sha256": "ed704af550f4c95bb86dfc135a271fcb74caa2eb291965b161f0c840393d7b7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.12233",
    "kind": "arxiv",
    "version": 2
  }
}