Pith Number

pith:SPPE2HFD

pith:2025:SPPE2HFD3UFVUKSKE4U6JB5OVH

not attested not anchored not stored refs pending

FLAegis: A Two-Layer Defense Framework for Federated Learning Against Poisoning Attacks

Antonio Skarmeta, Aurora Gonz\'alez Vidal, Enrique M\'armol Campos, Jos\'e Luis Hern\'andez Ramos

arxiv:2508.18737 v1 · 2025-08-26 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SPPE2HFD3UFVUKSKE4U6JB5OVH}

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	2026-07-05T11:59:29.943470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93de4d1ca3dd0b5a2a4a2729e487aea9ffe2cd9a99cc35259adf34e0310409c8

Aliases

arxiv: 2508.18737 · arxiv_version: 2508.18737v1 · doi: 10.48550/arxiv.2508.18737 · pith_short_12: SPPE2HFD3UFV · pith_short_16: SPPE2HFD3UFVUKSK · pith_short_8: SPPE2HFD

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/SPPE2HFD3UFVUKSKE4U6JB5OVH \
  | 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: 93de4d1ca3dd0b5a2a4a2729e487aea9ffe2cd9a99cc35259adf34e0310409c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c501871d25249ef40b82b71a6e60594251a7c9fc6514bbcabaaeb8093cb76ad",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-26T07:09:15Z",
    "title_canon_sha256": "ef37083b90035a143b0ccd3488b4ef584ac48c166dd936222954c409ff83c793"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.18737",
    "kind": "arxiv",
    "version": 1
  }
}