Pith Number

pith:CSB7EKJU

pith:2025:CSB7EKJUDDR5QODNDTOJPUXBMT

not attested not anchored not stored refs pending

Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components

Hye-Jin Shim, Jagabandhu Mishra, Manasi Chhibber, Tomi H. Kinnunen

arxiv:2502.04049 v3 · 2025-02-06 · eess.AS

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CSB7EKJUDDR5QODNDTOJPUXBMT}

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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

How to Leverage Synthetic Speech for LLM-Based ASR Systems?

Receipt and verification

First computed	2026-07-05T11:13:19.927869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1483f2293418e3d8386d1cdc97d2e164d015c1108ff032e5459344ae39d52e8c

Aliases

arxiv: 2502.04049 · arxiv_version: 2502.04049v3 · doi: 10.48550/arxiv.2502.04049 · pith_short_12: CSB7EKJUDDR5 · pith_short_16: CSB7EKJUDDR5QODN · pith_short_8: CSB7EKJU

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/CSB7EKJUDDR5QODNDTOJPUXBMT \
  | 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: 1483f2293418e3d8386d1cdc97d2e164d015c1108ff032e5459344ae39d52e8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c0ad735e544045f39ca3f39fb09c7fb66ab5ce24b7d13da213880a970b7a7c5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-02-06T13:06:33Z",
    "title_canon_sha256": "6bf38c73a2ea8e6f7a29db43b27982d42083cae429704db69501d7a12507da38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04049",
    "kind": "arxiv",
    "version": 3
  }
}