Pith Number

pith:KHOELW3V

pith:2024:KHOELW3VNNKP7JANRWF6J54JU3

not attested not anchored not stored refs pending

Federated Learning for Misbehaviour Detection with Variational Autoencoders and Gaussian Mixture Models

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

arxiv:2405.09903 v1 · 2024-05-16 · cs.LG · 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{KHOELW3VNNKP7JANRWF6J54JU3}

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	2026-07-05T08:19:50.399615Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51dc45db756b54ffa40d8d8be4f789a6f246a89842d1dfe899106decf100d159

Aliases

arxiv: 2405.09903 · arxiv_version: 2405.09903v1 · doi: 10.48550/arxiv.2405.09903 · pith_short_12: KHOELW3VNNKP · pith_short_16: KHOELW3VNNKP7JAN · pith_short_8: KHOELW3V

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/KHOELW3VNNKP7JANRWF6J54JU3 \
  | 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: 51dc45db756b54ffa40d8d8be4f789a6f246a89842d1dfe899106decf100d159

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ae8972dd413d2ca0e81a0087b694f03ffda1a2ebc49c06a7cc24da265af8485",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-16T08:49:50Z",
    "title_canon_sha256": "df587389f22e0df328cd1a297db4a6a25eb519572b7c958c147b546c0390be85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.09903",
    "kind": "arxiv",
    "version": 1
  }
}