Pith Number

pith:QYZBVRU4

pith:2024:QYZBVRU4UELWJAUC63ZMUQJT5U

not attested not anchored not stored refs pending

FLIGAN: Enhancing Federated Learning with Incomplete Data using GAN

Ivona Brandic, Paul Joe Maliakel, Shashikant Ilager

arxiv:2403.16930 v2 · 2024-03-25 · 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{QYZBVRU4UELWJAUC63ZMUQJT5U}

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

ClusMFL: A Cluster-Enhanced Framework for Modality-Incomplete Multimodal Federated Learning in Brain Imaging Analysis

Receipt and verification

First computed	2026-07-05T08:03:30.014977Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86321ac69ca117648282f6f2ca4133ed1c3483c04c1ea663406566e4c12c908b

Aliases

arxiv: 2403.16930 · arxiv_version: 2403.16930v2 · doi: 10.48550/arxiv.2403.16930 · pith_short_12: QYZBVRU4UELW · pith_short_16: QYZBVRU4UELWJAUC · pith_short_8: QYZBVRU4

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/QYZBVRU4UELWJAUC63ZMUQJT5U \
  | 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: 86321ac69ca117648282f6f2ca4133ed1c3483c04c1ea663406566e4c12c908b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdef3bbae9235f34c0887529fc983944e9ba1f1a9a94e809886d9f946194f5ec",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-25T16:49:38Z",
    "title_canon_sha256": "4c74421028904866f90cd138492c88a5d4c29c94b93783b1c06cf93c4cb7fe64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.16930",
    "kind": "arxiv",
    "version": 2
  }
}