Pith Number

pith:LOXXWKVE

pith:2021:LOXXWKVE5ANHEDM3NFPG34B2EM

not attested not anchored not stored refs pending

Speech is Silver, Silence is Golden: What do ASVspoof-trained Models Really Learn?

Franziska Dieckmann, Jennifer Williams, Konstantin B\"ottinger, Nicolas M. M\"uller, Pavel Czempin, Roman Canals

arxiv:2106.12914 v4 · 2021-06-23 · cs.SD · eess.AS

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LOXXWKVE5ANHEDM3NFPG34B2EM}

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.

Cited by

4 papers in Pith

MixFake: Benchmarking and Enhancing Audio Deepfake Detection in Diverse Real-world Mixed Audio

MLAAD: The Multi-Language Audio Anti-Spoofing Dataset

DeePen: Penetration Testing for Audio Deepfake Detection

Alethia: A Foundational Encoder for Voice Deepfakes

Receipt and verification

First computed	2026-07-05T03:17:53.329343Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5baf7b2aa4e81a720d9b695e6df03a2307252ac8d21768de29a89444f1f8cf4d

Aliases

arxiv: 2106.12914 · arxiv_version: 2106.12914v4 · doi: 10.48550/arxiv.2106.12914 · pith_short_12: LOXXWKVE5ANH · pith_short_16: LOXXWKVE5ANHEDM3 · pith_short_8: LOXXWKVE

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/LOXXWKVE5ANHEDM3NFPG34B2EM \
  | 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: 5baf7b2aa4e81a720d9b695e6df03a2307252ac8d21768de29a89444f1f8cf4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eecd2624a69bcee4a29c0cf1a29413fed64ac4d1e1a2f9dcd6871f87c69e79c9",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2021-06-23T08:28:59Z",
    "title_canon_sha256": "0ea6fde241334a0fab1e168f2143590541e079174ccdb53ce490db46f489b41f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.12914",
    "kind": "arxiv",
    "version": 4
  }
}