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Pith Number

pith:CCOPFZNL

pith:2022:CCOPFZNL2FVRT4KONMPZN7MBPN
not attested not anchored not stored refs pending

Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance

Joonhyuk Kang, Sangwoo Park, Youngjoon Lee

arxiv:2210.16519 v1 · 2022-10-29 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CCOPFZNL2FVRT4KONMPZN7MBPN}

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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.
Receipt and verification
First computed 2026-07-05T05:11:47.235407Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

109cf2e5abd16b19f14e6b1f96fd817b6e628d9fc1bad19b6f591f3f01035520

Aliases

arxiv: 2210.16519 · arxiv_version: 2210.16519v1 · doi: 10.48550/arxiv.2210.16519 · pith_short_12: CCOPFZNL2FVR · pith_short_16: CCOPFZNL2FVRT4KO · pith_short_8: CCOPFZNL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CCOPFZNL2FVRT4KONMPZN7MBPN \
  | 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: 109cf2e5abd16b19f14e6b1f96fd817b6e628d9fc1bad19b6f591f3f01035520
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d23c3886e479c001ecef76cf27a3e723e3619878f81176c26f9d409d37d860b0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-29T07:20:02Z",
    "title_canon_sha256": "fb5af10b41fa355c73e0e5890d2ab6b061a9a91d4afb763cfefbf29e73fb3175"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.16519",
    "kind": "arxiv",
    "version": 1
  }
}