Pith Number

pith:WLQQBADF

pith:2025:WLQQBADFI7JCNM7XYCGMARLM6Y

not attested not anchored not stored refs pending

Byzantine-Robust Federated Learning Using Generative Adversarial Networks

Andr\'e M. H. Teixeira, Salman Toor, Usama Zafar

arxiv:2503.20884 v3 · 2025-03-26 · cs.CR · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WLQQBADFI7JCNM7XYCGMARLM6Y}

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

Secure-CHG: A Comprehensive Framework for Robust and Fair Federated Learning via Hybrid Defense and Contribution-Aware Trust

Receipt and verification

First computed	2026-07-05T12:09:15.794684Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2e100806547d226b3f7c08cc0456cf621c0632b2f1bc6aede90eec80c5cb4f8

Aliases

arxiv: 2503.20884 · arxiv_version: 2503.20884v3 · doi: 10.48550/arxiv.2503.20884 · pith_short_12: WLQQBADFI7JC · pith_short_16: WLQQBADFI7JCNM7X · pith_short_8: WLQQBADF

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/WLQQBADFI7JCNM7XYCGMARLM6Y \
  | 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: b2e100806547d226b3f7c08cc0456cf621c0632b2f1bc6aede90eec80c5cb4f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cd19b1c03c13bad4ff7feabf2270edaebfe03cd0f88d7d608746d36afa3108f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-03-26T18:00:56Z",
    "title_canon_sha256": "be39316f42ab885baed2aef0ab122180dd92c58e13fc260376ce59da53b27e50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.20884",
    "kind": "arxiv",
    "version": 3
  }
}