Pith Number

pith:ERRFMMHS

pith:2022:ERRFMMHSUMYQN7RPC5L6QDELB7

not attested not anchored not stored refs pending

Federated Multi-Armed Bandits Under Byzantine Attacks

Artun Saday, Cem Tekin, \.Ilker Demirel, Yi\u{g}it Y{\i}ld{\i}r{\i}m

arxiv:2205.04134 v3 · 2022-05-09 · 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{ERRFMMHSUMYQN7RPC5L6QDELB7}

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

Near Optimal Best Arm Identification for Clustered Bandits

Receipt and verification

First computed	2026-07-05T10:15:12.562580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24625630f2a33106fe2f1757e80c8b0fdc967a7087af1c2f219d2f09e424fb70

Aliases

arxiv: 2205.04134 · arxiv_version: 2205.04134v3 · doi: 10.48550/arxiv.2205.04134 · pith_short_12: ERRFMMHSUMYQ · pith_short_16: ERRFMMHSUMYQN7RP · pith_short_8: ERRFMMHS

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/ERRFMMHSUMYQN7RPC5L6QDELB7 \
  | 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: 24625630f2a33106fe2f1757e80c8b0fdc967a7087af1c2f219d2f09e424fb70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7119d6d88e2aa56e4a544cfaa7d0d61e5d03f15477e4611f11749a9730c9c3b8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-09T09:06:42Z",
    "title_canon_sha256": "21179bcbd6cfb0ea11e66a9c83d202be51e3cc9364f6f8d051fd6605ac50a1bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.04134",
    "kind": "arxiv",
    "version": 3
  }
}