Pith Number

pith:NSBTRU4Z

pith:2021:NSBTRU4Z2SQNWWPLN6M2D6XIZG

not attested not anchored not stored refs pending

Asynchronous Upper Confidence Bound Algorithms for Federated Linear Bandits

Chuanhao Li, Hongning Wang

arxiv:2110.01463 v1 · 2021-10-04 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NSBTRU4Z2SQNWWPLN6M2D6XIZG}

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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

Decentralized Contextual Bandits with Network Adaptivity

Receipt and verification

First computed	2026-07-05T03:19:56.034757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c8338d399d4a0db59eb6f99a1fae8c9b78ca55e8ccb5bccbe497d0e515429c7

Aliases

arxiv: 2110.01463 · arxiv_version: 2110.01463v1 · doi: 10.48550/arxiv.2110.01463 · pith_short_12: NSBTRU4Z2SQN · pith_short_16: NSBTRU4Z2SQNWWPL · pith_short_8: NSBTRU4Z

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/NSBTRU4Z2SQNWWPLN6M2D6XIZG \
  | 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: 6c8338d399d4a0db59eb6f99a1fae8c9b78ca55e8ccb5bccbe497d0e515429c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c05ea6c754360bea560ec0310d9c262bd6ee1ba061560e6102e01646cb9bf73",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-04T14:01:32Z",
    "title_canon_sha256": "9efb4b9da488b6b4b6e63e59e9f2fc0be8dcb4a2725d26fec64b9cc6d03a061a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.01463",
    "kind": "arxiv",
    "version": 1
  }
}