Pith Number

pith:OIXRQ3F6

pith:2024:OIXRQ3F6N4UCQ25GV63UCZPVC7

not attested not anchored not stored refs pending

Promoting Data and Model Privacy in Federated Learning through Quantized LoRA

Cenyuan Zhang, Changze Lv, Jianhao Zhu, Muling Wu, Tianlong Li, Wenhao Liu, Xiaohua Wang, Xiaoqing Zheng, Xuanjing Huang, Zixuan Ling

arxiv:2406.10976 v1 · 2024-06-16 · cs.LG · cs.CL · cs.CR

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\usepackage{pith}
\pithnumber{OIXRQ3F6N4UCQ25GV63UCZPVC7}

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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

Enhancing Model Privacy in Federated Learning with Random Masking and Quantization

Receipt and verification

First computed	2026-07-05T08:32:47.125133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

722f186cbe6f28286ba6afb74165f517c966a1dde740f3923943e287855674bf

Aliases

arxiv: 2406.10976 · arxiv_version: 2406.10976v1 · doi: 10.48550/arxiv.2406.10976 · pith_short_12: OIXRQ3F6N4UC · pith_short_16: OIXRQ3F6N4UCQ25G · pith_short_8: OIXRQ3F6

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/OIXRQ3F6N4UCQ25GV63UCZPVC7 \
  | 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: 722f186cbe6f28286ba6afb74165f517c966a1dde740f3923943e287855674bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f7bd594a8c7f7415d4e490a8011394f6c5c378d0849836b1d6b573de37169cd",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-16T15:23:07Z",
    "title_canon_sha256": "be11b9542200260f08023797985d19ba3d5994581fccda3f888bf7daf20ef8db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.10976",
    "kind": "arxiv",
    "version": 1
  }
}