Pith. sign in
Pith Number

pith:FLIATBUE

pith:2026:FLIATBUEBK2GLF7AI3VUNJVMTZ
not attested not anchored not stored refs pending

FBID: Adaptive Personalized Federated Learning for Robust Out-of-Distribution Attack Detection in IoT Networks

An Khanh Bui, Cong Thanh Nguyen, Diep N. Nguyen, Hoang-Anh Pham, Hoang Thai Dinh

arxiv:2608.04073 v1 · 2026-08-04 · cs.CR · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FLIATBUEBK2GLF7AI3VUNJVMTZ}

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 2026-08-06T01:28:37.082981Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2ad00986840ab46597e046eb46a6ac9e7f7d64f6d8b8660e838aa5a8f1d1a247

Aliases

arxiv: 2608.04073 · arxiv_version: 2608.04073v1 · doi: 10.48550/arxiv.2608.04073 · pith_short_12: FLIATBUEBK2G · pith_short_16: FLIATBUEBK2GLF7A · pith_short_8: FLIATBUE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FLIATBUEBK2GLF7AI3VUNJVMTZ \
  | 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: 2ad00986840ab46597e046eb46a6ac9e7f7d64f6d8b8660e838aa5a8f1d1a247
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d54ab750e82cb8e8b4791337c7866a273623e642534ec6c3e1ef6b88321bd239",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-08-04T15:59:33Z",
    "title_canon_sha256": "e0ec5bf1aece8ef7be82ce6722138e2acefaf8bae8e091f3078e9c6977324359"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.04073",
    "kind": "arxiv",
    "version": 1
  }
}