Pith Number

pith:KSXHE6VM

pith:2024:KSXHE6VMMD6ZDZMNC7NMDRMVBF

not attested not anchored not stored refs pending

Are audio DeepFake detection models polyglots?

Bart{\l}omiej Marek, Piotr Kawa, Piotr Syga

arxiv:2412.17924 v2 · 2024-12-23 · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{KSXHE6VMMD6ZDZMNC7NMDRMVBF}

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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.

Cited by

1 paper in Pith

Multi-level SSL Feature Gating for Audio Deepfake Detection

Receipt and verification

First computed	2026-07-05T11:49:05.990374Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54ae727aac60fd91e58d17dac1c5950949ca4731a4bd927099e84c97c1ad8dc7

Aliases

arxiv: 2412.17924 · arxiv_version: 2412.17924v2 · doi: 10.48550/arxiv.2412.17924 · pith_short_12: KSXHE6VMMD6Z · pith_short_16: KSXHE6VMMD6ZDZMN · pith_short_8: KSXHE6VM

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/KSXHE6VMMD6ZDZMNC7NMDRMVBF \
  | 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: 54ae727aac60fd91e58d17dac1c5950949ca4731a4bd927099e84c97c1ad8dc7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac6b033a8761994976658a51df250ae5649ade78fa1a360f37b51777fd352ea5",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-12-23T19:32:53Z",
    "title_canon_sha256": "927042c79c904e9b0ae7195975abe5e6d80889c9a07c70aedf74a562b855e813"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17924",
    "kind": "arxiv",
    "version": 2
  }
}