Pith Number

pith:FM4TTWT3

pith:2024:FM4TTWT3VVP2IGBO4OZGBMAUAE

not attested not anchored not stored refs pending

Hidden Data Privacy Breaches in Federated Learning

Chen Chen, Kwok-Yan Lam, Mengyuan Sun, Qian Wang, Shuaike Li, Songze Li, Xueluan Gong, Yuji Wang

arxiv:2411.18269 v1 · 2024-11-27 · cs.CL · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FM4TTWT3VVP2IGBO4OZGBMAUAE}

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

Mitigating Data Exfiltration Attacks through Layer-Wise Learning Rate Decay Fine-Tuning

Receipt and verification

First computed	2026-07-05T09:41:14.066044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b3939da7bad5fa4182ee3b260b0140118a11fabc1f0b96821dced55d048dc0d

Aliases

arxiv: 2411.18269 · arxiv_version: 2411.18269v1 · doi: 10.48550/arxiv.2411.18269 · pith_short_12: FM4TTWT3VVP2 · pith_short_16: FM4TTWT3VVP2IGBO · pith_short_8: FM4TTWT3

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/FM4TTWT3VVP2IGBO4OZGBMAUAE \
  | 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: 2b3939da7bad5fa4182ee3b260b0140118a11fabc1f0b96821dced55d048dc0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c102d32e04c858f860b9a3dc4d7f807c492bed71becd9192af9a371de2b01fb",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-27T12:04:37Z",
    "title_canon_sha256": "91679b4ae11d6459316192f858cc51aa5f15e143d8a976849f20d5a3a8bbbb86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.18269",
    "kind": "arxiv",
    "version": 1
  }
}