Pith Number

pith:LRYD7O4F

pith:2024:LRYD7O4FUIGEVAE4Q66MGMWUBY

not attested not anchored not stored refs pending

Where are we in audio deepfake detection? A systematic analysis over generative and detection models

Pin-Yu Chen, Wenqi Wei, Xiang Li

arxiv:2410.04324 v4 · 2024-10-06 · cs.SD · cs.AI · eess.AS

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\usepackage{pith}
\pithnumber{LRYD7O4FUIGEVAE4Q66MGMWUBY}

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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

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models

Receipt and verification

First computed	2026-07-05T10:37:34.764555Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c703fbb85a20c4a809c87bcc332d40e09eaf80f9b589f2aa704b71b88306f1a

Aliases

arxiv: 2410.04324 · arxiv_version: 2410.04324v4 · doi: 10.48550/arxiv.2410.04324 · pith_short_12: LRYD7O4FUIGE · pith_short_16: LRYD7O4FUIGEVAE4 · pith_short_8: LRYD7O4F

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/LRYD7O4FUIGEVAE4Q66MGMWUBY \
  | 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: 5c703fbb85a20c4a809c87bcc332d40e09eaf80f9b589f2aa704b71b88306f1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d16e5365c0757ae071490e4926af6be79952e4ac87cbbefd3376c51d2a15e46",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-10-06T01:03:42Z",
    "title_canon_sha256": "6130b706e8234f64a223514446d2fca3c599fe9c950718b32e4965ff9488039b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04324",
    "kind": "arxiv",
    "version": 4
  }
}