Pith. sign in
Pith Number

pith:6RXVXVSK

pith:2022:6RXVXVSKFIXSEGQMN3AFTP3WZQ
not attested not anchored not stored refs pending

An Equivalence Between Data Poisoning and Byzantine Gradient Attacks

L\^e-Nguy\^en Hoang, Oscar Villemaud, Rachid Guerraoui, Sadegh Farhadkhani

arxiv:2202.08578 v2 · 2022-02-17 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6RXVXVSKFIXSEGQMN3AFTP3WZQ}

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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 2026-07-05T04:42:17.016343Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f46f5bd64a2a2f221a0c6ec059bf76cc09972d618bab7e6c428967f5b3d303a9

Aliases

arxiv: 2202.08578 · arxiv_version: 2202.08578v2 · doi: 10.48550/arxiv.2202.08578 · pith_short_12: 6RXVXVSKFIXS · pith_short_16: 6RXVXVSKFIXSEGQM · pith_short_8: 6RXVXVSK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6RXVXVSKFIXSEGQMN3AFTP3WZQ \
  | 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: f46f5bd64a2a2f221a0c6ec059bf76cc09972d618bab7e6c428967f5b3d303a9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d25df157d7b8e766bb8c9b93d6bbfdbc940559e2f415e00e1213d42ec3e56826",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-17T10:53:52Z",
    "title_canon_sha256": "c97bce945e083a07b2d602dc641bbff71a3d4bc10eda925de710ed883e4ec1b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.08578",
    "kind": "arxiv",
    "version": 2
  }
}