Pith. sign in
Pith Number

pith:GHDF7PGN

pith:2025:GHDF7PGNRUF6EREIEEIIVTTRMT
not attested not anchored not stored refs pending

MDD: a Mask Diffusion Detector to Protect Speaker Verification Systems from Adversarial Perturbations

Massimiliano Todisco, Michele Panariello, Nicholas Evans, Sizhou Chen, Xiao-Lei Zhang, Yibo Bai

arxiv:2508.19180 v1 · 2025-08-26 · eess.AS · cs.SD

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GHDF7PGNRUF6EREIEEIIVTTRMT}

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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 2026-07-05T11:59:38.678860Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

31c65fbccd8d0be2448821108ace7164e01be3d5ba8cec1eeda3fce9247aadb3

Aliases

arxiv: 2508.19180 · arxiv_version: 2508.19180v1 · doi: 10.48550/arxiv.2508.19180 · pith_short_12: GHDF7PGNRUF6 · pith_short_16: GHDF7PGNRUF6EREI · pith_short_8: GHDF7PGN
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GHDF7PGNRUF6EREIEEIIVTTRMT \
  | 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: 31c65fbccd8d0be2448821108ace7164e01be3d5ba8cec1eeda3fce9247aadb3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ebcd5ed2be564271602233485b40c5ae12f38075b133564f535e20051ec8f328",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-08-26T16:33:54Z",
    "title_canon_sha256": "9bbb5fca095427d3c86c5339cb73703f4329c670106b9e8827ad24f417ff4f86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.19180",
    "kind": "arxiv",
    "version": 1
  }
}