Pith Number

pith:QDKOM2IE

pith:2026:QDKOM2IE4VB5YEPKI44KDEEOBX

not attested not anchored not stored refs pending

Speaker Identity in Non-Verbal Vocalizations: Conditional Distillation and Mixture of Experts Approach

Hsin-Yen Sung, Huang-Cheng Chou, Hung-yi Lee, Kuan-Yu Chen, Shrikanth Narayanan, Tzu-Chieh Wei, Yi-Cheng Lin

arxiv:2606.21215 v1 · 2026-06-19 · eess.AS · cs.AI · 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{QDKOM2IE4VB5YEPKI44KDEEOBX}

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

1 paper in Pith

Speaker Identity in Non-Verbal Vocalizations: Conditional Distillation and Mixture of Experts Approach

Receipt and verification

First computed	2026-06-23T01:12:33.625684Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80d4e66904e543dc11ea4738a1908e0dc3935fb6357ccb3803ed3b43e3abb09e

Aliases

arxiv: 2606.21215 · arxiv_version: 2606.21215v1 · doi: 10.48550/arxiv.2606.21215 · pith_short_12: QDKOM2IE4VB5 · pith_short_16: QDKOM2IE4VB5YEPK · pith_short_8: QDKOM2IE

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/QDKOM2IE4VB5YEPKI44KDEEOBX \
  | 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: 80d4e66904e543dc11ea4738a1908e0dc3935fb6357ccb3803ed3b43e3abb09e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04afa5ca658eb28531aef7f4de1896df53f5994671e9bd2c4cd009a20850e68e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2026-06-19T08:32:07Z",
    "title_canon_sha256": "ae66b0699dc52ce5b1749527f81cb65427663a907f7fc6bd073df3e577a26a3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.21215",
    "kind": "arxiv",
    "version": 1
  }
}