Pith Number

pith:VJG2Y6EM

pith:2025:VJG2Y6EMM2WNUMSLEUQV44XANA

not attested not anchored not stored refs pending

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection

Choongsang Cho, Guisik Kim, Taewoo Kim, Young Han Lee

arxiv:2505.13976 v1 · 2025-05-20 · eess.AS · cs.SD

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\usepackage{pith}
\pithnumber{VJG2Y6EMM2WNUMSLEUQV44XANA}

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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

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection

Receipt and verification

First computed	2026-07-05T11:05:54.174700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa4dac788c66acda324b25215e72e068398e07d28bc5e2498dfa679d7d46d6de

Aliases

arxiv: 2505.13976 · arxiv_version: 2505.13976v1 · doi: 10.48550/arxiv.2505.13976 · pith_short_12: VJG2Y6EMM2WN · pith_short_16: VJG2Y6EMM2WNUMSL · pith_short_8: VJG2Y6EM

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/VJG2Y6EMM2WNUMSLEUQV44XANA \
  | 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: aa4dac788c66acda324b25215e72e068398e07d28bc5e2498dfa679d7d46d6de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79bb48e4044e04dab8aeb4a2535bcf34745d322026dc51b4b08703b3e3aadb11",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-05-20T06:15:17Z",
    "title_canon_sha256": "116099919ca2363540adc07dddcfd81668d7df39f0060b1abc11500858ccd568"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.13976",
    "kind": "arxiv",
    "version": 1
  }
}