Pith Number

pith:GH4MLVE6

pith:2024:GH4MLVE6YZJ6S647QCTPMFA247

not attested not anchored not stored refs pending

Explainable Attribute-Based Speaker Verification

Ajitha Rajan, Chau Luu, Peter Bell, Xiaoliang Wu

arxiv:2405.19796 v1 · 2024-05-30 · cs.SD · cs.AI · 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{GH4MLVE6YZJ6S647QCTPMFA247}

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

5 papers in Pith

Why Do You Say It Like That? A Phoneme-Level Framework for Explainable Speech Deepfake Detection

LISE : Listenable Interpretable Speaker Embeddings

Towards Dys-XAI: Influence-Based Explanations for Dysarthria Severity Assessment

SpeakerLLM: A Speaker-Specialized Audio-LLM for Speaker Understanding and Verification Reasoning

PhiNet: Speaker Verification with Phonetic Interpretability

Receipt and verification

First computed	2026-07-05T08:25:12.676585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31f8c5d49ec653e97b9f80a6f6141ae7db3d87e2037236cc413fd65aff462f20

Aliases

arxiv: 2405.19796 · arxiv_version: 2405.19796v1 · doi: 10.48550/arxiv.2405.19796 · pith_short_12: GH4MLVE6YZJ6 · pith_short_16: GH4MLVE6YZJ6S647 · pith_short_8: GH4MLVE6

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/GH4MLVE6YZJ6S647QCTPMFA247 \
  | 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: 31f8c5d49ec653e97b9f80a6f6141ae7db3d87e2037236cc413fd65aff462f20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "026c420fce0359a9aa87fa020fa0d804c4caa680e98a1dd845e4aa56cf1f1186",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-05-30T08:04:28Z",
    "title_canon_sha256": "59dc541ccc70dba28ab3557c362a6634d2d4463fa0fc5d5a4f8e1c8d5b53a57d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.19796",
    "kind": "arxiv",
    "version": 1
  }
}