Pith Number

pith:UEKUWF4B

pith:2025:UEKUWF4BGMLNSPNOZRSLXBRCDA

not attested not anchored not stored refs pending

Robust Federated Learning with Confidence-Weighted Filtering and GAN-Based Completion under Noisy and Incomplete Data

Ali Boyaci, Alpaslan Gokcen

arxiv:2505.09733 v1 · 2025-05-14 · cs.LG · cs.AI · 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{UEKUWF4BGMLNSPNOZRSLXBRCDA}

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	2026-07-05T11:03:44.873356Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1154b17813316d93daecc64bb862218220f23746bc4e94b82101b1b885cff45

Aliases

arxiv: 2505.09733 · arxiv_version: 2505.09733v1 · doi: 10.48550/arxiv.2505.09733 · pith_short_12: UEKUWF4BGMLN · pith_short_16: UEKUWF4BGMLNSPNO · pith_short_8: UEKUWF4B

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/UEKUWF4BGMLNSPNOZRSLXBRCDA \
  | 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: a1154b17813316d93daecc64bb862218220f23746bc4e94b82101b1b885cff45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae85b0f78874891cd063b9dd46ab29506948cc3584a33ab68db3361f6918420d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-14T18:49:18Z",
    "title_canon_sha256": "54a104cfe9473acb92bae8266509a946e0576cda983fcc60275353169e1c76d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.09733",
    "kind": "arxiv",
    "version": 1
  }
}