Pith. sign in
Pith Number

pith:WJSHANAM

pith:2025:WJSHANAMYT2MAO3FOIXWBZUPQN
not attested not anchored not stored refs pending

Talking Like a Phisher: LLM-Based Attacks on Voice Phishing Classifiers

Selvakumar Manickam, Shankar Karuppayah, Wenhao Li, Yung-wey Chong

arxiv:2507.16291 v1 · 2025-07-22 · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WJSHANAMYT2MAO3FOIXWBZUPQN}

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 2026-07-05T11:41:07.096037Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b26470340cc4f4c03b65722f60e68f835b5769a3828b551796370f71654d824d

Aliases

arxiv: 2507.16291 · arxiv_version: 2507.16291v1 · doi: 10.48550/arxiv.2507.16291 · pith_short_12: WJSHANAMYT2M · pith_short_16: WJSHANAMYT2MAO3F · pith_short_8: WJSHANAM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WJSHANAMYT2MAO3FOIXWBZUPQN \
  | 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: b26470340cc4f4c03b65722f60e68f835b5769a3828b551796370f71654d824d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e73cdd3a41c562a39e69d631745dc6107c48d2bab11b302108d95844e21d0f7d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-22T07:26:49Z",
    "title_canon_sha256": "fc79dc87bf5cb4f6ff9b0cb5767e2ad7ff7626defd21212ff921c9395b92b0ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.16291",
    "kind": "arxiv",
    "version": 1
  }
}