Pith Number

pith:6XCHLSE5

pith:2024:6XCHLSE5AYS26KCCM5NTTRQLRH

not attested not anchored not stored refs pending

Improving speaker verification robustness with synthetic emotional utterances

Aman Chadha, Andreas Stolcke, Chelsea Jui-Ting Ju, Minho Jin, Nikhil Kumar Koditala, Ruirui Li

arxiv:2412.00319 v1 · 2024-11-30 · cs.SD · cs.AI · eess.AS

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\usepackage{pith}
\pithnumber{6XCHLSE5AYS26KCCM5NTTRQLRH}

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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

Improving speaker verification robustness with synthetic emotional utterances

Receipt and verification

First computed	2026-07-05T09:42:39.487724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5c475c89d0625af2842675b39c60b89e27b5696ef39af001d3edfc6b0bb08a3

Aliases

arxiv: 2412.00319 · arxiv_version: 2412.00319v1 · doi: 10.48550/arxiv.2412.00319 · pith_short_12: 6XCHLSE5AYS2 · pith_short_16: 6XCHLSE5AYS26KCC · pith_short_8: 6XCHLSE5

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/6XCHLSE5AYS26KCCM5NTTRQLRH \
  | 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: f5c475c89d0625af2842675b39c60b89e27b5696ef39af001d3edfc6b0bb08a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee5f9406ce5efd31c612e0dc57b9f15e7964b50505c742ccfcf8ed63b8bbd7b6",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-11-30T02:18:26Z",
    "title_canon_sha256": "4f118d09070ba97708f75b09e119d83f2dc0e11ef7f1920dc52f8c3646c772de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00319",
    "kind": "arxiv",
    "version": 1
  }
}