Pith Number

pith:P6KUXYJG

pith:2022:P6KUXYJGN3BOBOZR7FA3EPICQH

not attested not anchored not stored refs pending

Investigation of Data Augmentation Techniques for Disordered Speech Recognition

Helen Meng, Jianwei Yu, Mengzhe Geng, Shansong Liu, Shoukang Hu, Xunying Liu, Xurong Xie

arxiv:2201.05562 v1 · 2022-01-14 · cs.SD · cs.AI · cs.LG · eess.AS

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\usepackage{pith}
\pithnumber{P6KUXYJGN3BOBOZR7FA3EPICQH}

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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

Adaptive Data Augmentation with NaturalSpeech3 for Far-field Speaker Verification

Receipt and verification

First computed	2026-07-05T03:49:43.960837Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f954be1266ec2e0bb31f941b23d0281c07e27569b693aa78fe9df3d224eac87

Aliases

arxiv: 2201.05562 · arxiv_version: 2201.05562v1 · doi: 10.48550/arxiv.2201.05562 · pith_short_12: P6KUXYJGN3BO · pith_short_16: P6KUXYJGN3BOBOZR · pith_short_8: P6KUXYJG

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/P6KUXYJGN3BOBOZR7FA3EPICQH \
  | 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: 7f954be1266ec2e0bb31f941b23d0281c07e27569b693aa78fe9df3d224eac87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ab4edb2575c58c957bf8899e420ceba6fa9de7c393f69b4fecea9f1d5ace3eb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-01-14T17:09:22Z",
    "title_canon_sha256": "6aca457eb1ae05ef814b4f9f25833967d8d899176fc849244baeecc811ebde87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.05562",
    "kind": "arxiv",
    "version": 1
  }
}