Pith Number

pith:TQTLZIAR

pith:2025:TQTLZIARNYGRYY7SMEGQDC3LOW

not attested not anchored not stored refs pending

FL-PLAS: Federated Learning with Partial Layer Aggregation for Backdoor Defense Against High-Ratio Malicious Clients

Jianyi Zhang, Qichao Jin, Yilong Li, Ziyin Zhou

arxiv:2505.12019 v1 · 2025-05-17 · 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{TQTLZIARNYGRYY7SMEGQDC3LOW}

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

On the Tradeoffs of On-Device Generative Models in Federated Predictive Maintenance Systems

Receipt and verification

First computed	2026-07-05T11:04:56.398947Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c26bca0116e0d1c63f2610d018b6b75bfe1f9e1df56a1e07093cac795bc4697

Aliases

arxiv: 2505.12019 · arxiv_version: 2505.12019v1 · doi: 10.48550/arxiv.2505.12019 · pith_short_12: TQTLZIARNYGR · pith_short_16: TQTLZIARNYGRYY7S · pith_short_8: TQTLZIAR

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/TQTLZIARNYGRYY7SMEGQDC3LOW \
  | 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: 9c26bca0116e0d1c63f2610d018b6b75bfe1f9e1df56a1e07093cac795bc4697

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd8826b62b1a6aa1d2a4d4c9e05f2777b55bb90015b6913e8de58c38a2c5ed91",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-17T14:16:47Z",
    "title_canon_sha256": "4b6235f425b3a3fc95d9cb9847f91dc812aa4aa178ccf8fb20e8cb2cf005897c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12019",
    "kind": "arxiv",
    "version": 1
  }
}