Pith Number

pith:Z3NGN63N

pith:2023:Z3NGN63NX7RM2R7ADBWOXMIXZ2

not attested not anchored not stored refs pending

FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning

Ahmad-Reza Sadeghi, Alessandro Pegoraro, Alexandra Dmitrienko, Hossein Fereidooni, Phillip Rieger

arxiv:2312.04432 v2 · 2023-12-07 · 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{Z3NGN63NX7RM2R7ADBWOXMIXZ2}

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

Jellyfish: Zero-Shot Federated Unlearning Scheme with Knowledge Disentanglement

Receipt and verification

First computed	2026-07-05T07:33:58.951574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ceda66fb6dbfe2cd47e0186cebb117ceba2b4682cc54899928b339ae928bd728

Aliases

arxiv: 2312.04432 · arxiv_version: 2312.04432v2 · doi: 10.48550/arxiv.2312.04432 · pith_short_12: Z3NGN63NX7RM · pith_short_16: Z3NGN63NX7RM2R7A · pith_short_8: Z3NGN63N

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/Z3NGN63NX7RM2R7ADBWOXMIXZ2 \
  | 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: ceda66fb6dbfe2cd47e0186cebb117ceba2b4682cc54899928b339ae928bd728

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24f434f54705009bb199c56f9d3831cbb7dd2517872d831115a8c753f2ead3be",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-12-07T16:56:24Z",
    "title_canon_sha256": "b5e1ad538dfb659f0f7721cc9bff03c6e504f774a5a7d5062a8987407c22e86f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.04432",
    "kind": "arxiv",
    "version": 2
  }
}