Pith Number

pith:V24XOQ4M

pith:2025:V24XOQ4MCW35OE75FDUSTJ2XDR

not attested not anchored not stored refs pending

Federated Learning for Anomaly Detection in Energy Consumption Data: Assessing the Vulnerability to Adversarial Attacks

Apurva Narayan, Damitha Senevirathne, Dumindu Tissera, Katarina Grolinger, Miriam A.M. Capretz, Yohannis Kifle Telila

arxiv:2502.05041 v1 · 2025-02-07 · cs.LG · 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{V24XOQ4MCW35OE75FDUSTJ2XDR}

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	2026-07-05T10:11:02.220848Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aeb977438c15b7d713fd28e929a7571c68473808f813c1272c0f22264fc5efd6

Aliases

arxiv: 2502.05041 · arxiv_version: 2502.05041v1 · doi: 10.48550/arxiv.2502.05041 · pith_short_12: V24XOQ4MCW35 · pith_short_16: V24XOQ4MCW35OE75 · pith_short_8: V24XOQ4M

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/V24XOQ4MCW35OE75FDUSTJ2XDR \
  | 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: aeb977438c15b7d713fd28e929a7571c68473808f813c1272c0f22264fc5efd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f142a624e147d1187dedf70108daa29497f0c77a008a802157118604aaaa3386",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-07T16:08:20Z",
    "title_canon_sha256": "f985bdd4e7dbe7b6e3f72a2f61a55c147c9f32e59e6de6c36a96a5bf27cc81d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05041",
    "kind": "arxiv",
    "version": 1
  }
}