Pith Number

pith:3KZKBTTW

pith:2021:3KZKBTTWR2DS5MXM2SKC3USFCI

not attested not anchored not stored refs pending

End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection

Hemlata Tak, Jee-weon Jung, Jose Patino, Madhu Kamble, Massimiliano Todisco, Nicholas Evans

arxiv:2107.12710 v2 · 2021-07-27 · eess.AS · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3KZKBTTWR2DS5MXM2SKC3USFCI}

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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

4 papers in Pith

Detecting Audio Deepfakes on the Edge:Lightweight SSL-Based Detection in a Browser Plugin

MLAAD: The Multi-Language Audio Anti-Spoofing Dataset

The DeepSpeak Dataset

Profiling the Voice: Speaker-Specific Phoneme Fingerprinting for Speech Deepfake Detection

Receipt and verification

First computed	2026-07-05T03:07:50.833834Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dab2a0ce768e872eb2ecd4942dd2451201b413b6ec5a0e106e303757132b3eee

Aliases

arxiv: 2107.12710 · arxiv_version: 2107.12710v2 · doi: 10.48550/arxiv.2107.12710 · pith_short_12: 3KZKBTTWR2DS · pith_short_16: 3KZKBTTWR2DS5MXM · pith_short_8: 3KZKBTTW

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/3KZKBTTWR2DS5MXM2SKC3USFCI \
  | 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: dab2a0ce768e872eb2ecd4942dd2451201b413b6ec5a0e106e303757132b3eee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8cd69df8fea18f7896efbcbb2fc2dc5b757f8d5fbfd9b094f325a8685bda7255",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2021-07-27T10:11:41Z",
    "title_canon_sha256": "f6f88887764e3aac97a31c13c843757fbc0889878b57895d72b494d0e009ebcd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.12710",
    "kind": "arxiv",
    "version": 2
  }
}