Pith Number

pith:UHN3GJCZ

pith:2024:UHN3GJCZROHX23O4ZY6PCBEEG6

not attested not anchored not stored refs pending

A Survey of Privacy Threats and Defense in Vertical Federated Learning: From Model Life Cycle Perspective

Changting Lin, Haiqin Weng, Ka-Ho Chow, Lei Yu, Meng Han, Mingyang Zhang, Stacy Patterson, Yan Liu, Yao Zhang, Yiming Li, Yuseok Jeon

arxiv:2402.03688 v1 · 2024-02-06 · cs.CR · cs.AI · 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{UHN3GJCZROHX23O4ZY6PCBEEG6}

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.

Receipt and verification

First computed	2026-07-05T07:41:56.649519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1dbb324598b8f7d6ddcce3cf1048437b0c598804d728aa3c154469a061ff120

Aliases

arxiv: 2402.03688 · arxiv_version: 2402.03688v1 · doi: 10.48550/arxiv.2402.03688 · pith_short_12: UHN3GJCZROHX · pith_short_16: UHN3GJCZROHX23O4 · pith_short_8: UHN3GJCZ

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/UHN3GJCZROHX23O4ZY6PCBEEG6 \
  | 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: a1dbb324598b8f7d6ddcce3cf1048437b0c598804d728aa3c154469a061ff120

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e19f7e6cccfa2bcb6a4f2f6a338d32c3cbbe47ee03e35dabdc8fbd4727d9bd25",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-02-06T04:22:44Z",
    "title_canon_sha256": "931a70ee56fb5a530fa07e996ab99c773b6b14b629f736fd7153cfc45e647824"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03688",
    "kind": "arxiv",
    "version": 1
  }
}