Pith Number

pith:LCUQV3PP

pith:2024:LCUQV3PPGHIAQONOGNCNIDJ3BD

not attested not anchored not stored refs pending

A Systematic Review of Federated Generative Models

Ashkan Vedadi Gargary, Emiliano De Cristofaro

arxiv:2405.16682 v1 · 2024-05-26 · cs.LG · cs.CL · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LCUQV3PPGHIAQONOGNCNIDJ3BD}

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

Embedding-Based Federated Data Sharing via Differentially Private Conditional VAEs

Receipt and verification

First computed	2026-07-05T08:23:33.932734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58a90aedef31d00839ae3344d40d3b08f8673db7f17065454e405d9b9fc9c124

Aliases

arxiv: 2405.16682 · arxiv_version: 2405.16682v1 · doi: 10.48550/arxiv.2405.16682 · pith_short_12: LCUQV3PPGHIA · pith_short_16: LCUQV3PPGHIAQONO · pith_short_8: LCUQV3PP

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/LCUQV3PPGHIAQONOGNCNIDJ3BD \
  | 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: 58a90aedef31d00839ae3344d40d3b08f8673db7f17065454e405d9b9fc9c124

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a842a704cfba0a1f866cbb65aac880e0a3fb4b09759b068a35d82f3da22bc2a",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-26T20:20:44Z",
    "title_canon_sha256": "464a92e6fb254ad9d9908a61fc0c419142822d8f7b096ff7da36c9e1aacfef9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16682",
    "kind": "arxiv",
    "version": 1
  }
}