Pith Number

pith:K6RWWM7V

pith:2022:K6RWWM7VVPOZDU2WD5LBKOEKGC

not attested not anchored not stored refs pending

Defending against the Label-flipping Attack in Federated Learning

Alberto Blanco-Justicia, David S\'anchez, Josep Domingo-Ferrer, Najeeb Moharram Jebreel

arxiv:2207.01982 v1 · 2022-07-05 · cs.CR · 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{K6RWWM7VVPOZDU2WD5LBKOEKGC}

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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

Decoding FL Defenses: Systemization, Pitfalls, and Remedies

Receipt and verification

First computed	2026-07-05T04:37:46.246021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57a36b33f5abdd91d3561f5615388a30bba4747a2f7fac734f0e215a276d942b

Aliases

arxiv: 2207.01982 · arxiv_version: 2207.01982v1 · doi: 10.48550/arxiv.2207.01982 · pith_short_12: K6RWWM7VVPOZ · pith_short_16: K6RWWM7VVPOZDU2W · pith_short_8: K6RWWM7V

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/K6RWWM7VVPOZDU2WD5LBKOEKGC \
  | 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: 57a36b33f5abdd91d3561f5615388a30bba4747a2f7fac734f0e215a276d942b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f9058edbba5fea0ee6ff63ab4732838c3bf6728ccca7ab780e0500824bae64b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-07-05T12:02:54Z",
    "title_canon_sha256": "9276d4da8ee2414f858b3c42b715965349c528c1e0158bdd976b3fe60d3bc08a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.01982",
    "kind": "arxiv",
    "version": 1
  }
}