Pith Number

pith:P5L3DCNW

pith:2025:P5L3DCNWU7XFSRAOAYLDGHVN7X

not attested not anchored not stored refs pending

Benchmarking Audio Deepfake Detection Robustness in Real-world Communication Scenarios

Haohan Shi, Safak Dogan, Saif Alzubi, Tianjin Huang, Xiyu Shi, Yunxiao Zhang

A data augmentation strategy improves audio deepfake detection performance under codec compression and packet loss.

arxiv:2504.12423 v4 · 2025-04-16 · eess.AS · eess.SP

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\pithnumber{P5L3DCNWU7XFSRAOAYLDGHVN7X}

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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.

Claims

C1strongest claim

Experimental results demonstrated that the proposed approach significantly enhances the performance of ADD systems on the proposed ADD-C dataset.

C2weakest assumption

The combinations of audio codecs and packet loss rates used to build the ADD-C dataset accurately represent the degradations that occur in actual real-world communication channels.

C3one line summary

The paper creates ADD-C benchmark dataset for audio deepfake detection under codec compression and packet loss, shows baseline degradation, and demonstrates a data augmentation method that boosts robustness.

Formal links

2 machine-checked theorem links

Cited by

1 paper in Pith

Proteus: Automated Adversarial Robustness Testing for Audio Deepfake Detectors

Receipt and verification

First computed	2026-06-12T01:09:08.073367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f57b189b6a7ee59440e0616331eadfddaf45ef145a4e2e7b04631c27d39a4fb

Aliases

arxiv: 2504.12423 · arxiv_version: 2504.12423v4 · doi: 10.48550/arxiv.2504.12423 · pith_short_12: P5L3DCNWU7XF · pith_short_16: P5L3DCNWU7XFSRAO · pith_short_8: P5L3DCNW

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/P5L3DCNWU7XFSRAOAYLDGHVN7X \
  | 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: 7f57b189b6a7ee59440e0616331eadfddaf45ef145a4e2e7b04631c27d39a4fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6f139a484e5566dc1535cdb6f514e0afe4fd5912f2741993795c33b081a3cd8",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-04-16T18:44:05Z",
    "title_canon_sha256": "2c9732c5116f246ef5967ea519b7b93632980ba750f669bf9babe2b4073bbd19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.12423",
    "kind": "arxiv",
    "version": 4
  }
}