Pith Number

pith:WXFRDHNO

pith:2023:WXFRDHNO5PSRJ7MKIUQMQ7KUZB

not attested not anchored not stored refs pending

Optimal Cooperative Multiplayer Learning Bandits with Noisy Rewards and No Communication

William Chang, Yuanhao Lu

arxiv:2311.06210 v1 · 2023-11-10 · 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{WXFRDHNO5PSRJ7MKIUQMQ7KUZB}

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

Robust Multi-Agent Bandits with Heavy-Tailed Rewards and Information Asymmetry

Receipt and verification

First computed	2026-07-05T07:11:29.791168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5cb119daeebe514fd8a4520c87d54c87f3af5e25dc819fed46192794b89de3c

Aliases

arxiv: 2311.06210 · arxiv_version: 2311.06210v1 · doi: 10.48550/arxiv.2311.06210 · pith_short_12: WXFRDHNO5PSR · pith_short_16: WXFRDHNO5PSRJ7MK · pith_short_8: WXFRDHNO

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/WXFRDHNO5PSRJ7MKIUQMQ7KUZB \
  | 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: b5cb119daeebe514fd8a4520c87d54c87f3af5e25dc819fed46192794b89de3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e89c42d0ee9761ec6eb206e4f9e8d8de4376122d87e52d794f2dce245e23aac8",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-10T17:55:44Z",
    "title_canon_sha256": "ad7ee91e4c5c3c79729e2253e2cc7e517258fc562d9335c99835c17859455ff1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.06210",
    "kind": "arxiv",
    "version": 1
  }
}