Pith Number

pith:UDOCJB4E

pith:2024:UDOCJB4EIE4OKPR4EQXIJWQNHD

not attested not anchored not stored refs pending

Structured Speaker-Deficiency Adaptation of Foundation Models for Dysarthric and Elderly Speech Recognition

Guinan Li, Helen Meng, Jiajun Deng, Mengzhe Geng, Mingyu Cui, Shujie Hu, Tianzi Wang, Xunying Liu, Xurong Xie, Zengrui Jin, Zhaoqing Li

arxiv:2412.18832 v1 · 2024-12-25 · eess.AS · cs.SD

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\usepackage{pith}
\pithnumber{UDOCJB4EIE4OKPR4EQXIJWQNHD}

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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

MOPSA: Mixture of Prompt-Experts Based Speaker Adaptation for Elderly Speech Recognition

Receipt and verification

First computed	2026-07-05T09:54:11.579593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0dc2487844138e53e3c242e84da0d38e99ff62098d249cfd50da7f8306457bb

Aliases

arxiv: 2412.18832 · arxiv_version: 2412.18832v1 · doi: 10.48550/arxiv.2412.18832 · pith_short_12: UDOCJB4EIE4O · pith_short_16: UDOCJB4EIE4OKPR4 · pith_short_8: UDOCJB4E

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/UDOCJB4EIE4OKPR4EQXIJWQNHD \
  | 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: a0dc2487844138e53e3c242e84da0d38e99ff62098d249cfd50da7f8306457bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f5c3b8d50847c73b9e83887b4d3953d6e25ca8446d283c637c3162f587e1522",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-12-25T08:39:02Z",
    "title_canon_sha256": "610a055080489925a8b6975e8450bca58faecb65c8a450c36cdad37ec36b7b02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18832",
    "kind": "arxiv",
    "version": 1
  }
}