Pith Number

pith:UGGXGXUL

pith:2025:UGGXGXULVTKDNDCNAA2FIVE7SW

not attested not anchored not stored refs pending

FedP3E: Privacy-Preserving Prototype Exchange for Non-IID IoT Malware Detection in Cross-Silo Federated Learning

Kaushik Roy, Mahmoud Abdelsalam, Rami Darwish, Sajad Khorsandroo

arxiv:2507.07258 v1 · 2025-07-09 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UGGXGXULVTKDNDCNAA2FIVE7SW}

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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

Taming Noise-Induced Prototype Degradation for Privacy-Preserving Personalized Federated Fine-Tuning

Receipt and verification

First computed	2026-07-05T11:34:54.747583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a18d735e8bacd4368c4d003454549f95a6f5fcc5c9e8c948a0bf8b970f5b073d

Aliases

arxiv: 2507.07258 · arxiv_version: 2507.07258v1 · doi: 10.48550/arxiv.2507.07258 · pith_short_12: UGGXGXULVTKD · pith_short_16: UGGXGXULVTKDNDCN · pith_short_8: UGGXGXUL

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/UGGXGXULVTKDNDCNAA2FIVE7SW \
  | 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: a18d735e8bacd4368c4d003454549f95a6f5fcc5c9e8c948a0bf8b970f5b073d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebde95fe4a62f86dc42ed220784d75c7c14cf8b9d0d1d00a5b5aa9f867a3ea92",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-09T20:07:35Z",
    "title_canon_sha256": "f6ae9b15fa2ec55d33e377b7cef0b8edf3820b7af6a6f79fd4e70f2c62f64c9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.07258",
    "kind": "arxiv",
    "version": 1
  }
}