Pith Number

pith:4ZX3BY4S

pith:2024:4ZX3BY4SOEW7JG7ZO7JJWSZX2Y

not attested not anchored not stored refs pending

Federated Low-Rank Adaptation with Differential Privacy over Wireless Networks

Hengtao He, Jun Zhang, Khaled B. Letaief, Shenghui Song, Tianqu Kang, Zixin Wang

arxiv:2411.07806 v2 · 2024-11-12 · cs.LG · cs.CR · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4ZX3BY4SOEW7JG7ZO7JJWSZX2Y}

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

FedGSA: Geometry-Consistent Subspace Aggregation for Differentially Private Federated LoRA

Receipt and verification

First computed	2026-07-05T09:41:03.479524Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e66fb0e392712df49bf977d29b4b37d63575b7f471860c8d4ab7d426ff6694d0

Aliases

arxiv: 2411.07806 · arxiv_version: 2411.07806v2 · doi: 10.48550/arxiv.2411.07806 · pith_short_12: 4ZX3BY4SOEW7 · pith_short_16: 4ZX3BY4SOEW7JG7Z · pith_short_8: 4ZX3BY4S

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/4ZX3BY4SOEW7JG7ZO7JJWSZX2Y \
  | 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: e66fb0e392712df49bf977d29b4b37d63575b7f471860c8d4ab7d426ff6694d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dbf254fecf19d632d346220a08f9694aa440fdac3b32f200bd79fd833176e7b",
    "cross_cats_sorted": [
      "cs.CR",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-12T14:01:08Z",
    "title_canon_sha256": "ec9ace684a1e167c97bcda091676679ea385412cc0e5eec8b2b21040b82aa13a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.07806",
    "kind": "arxiv",
    "version": 2
  }
}