Pith Number

pith:QXS724YC

pith:2018:QXS724YCVD3OXHRACWEZEO6I2L

not attested not anchored not stored refs pending

Quality-Net: An End-to-End Non-intrusive Speech Quality Assessment Model based on BLSTM

Hsin-Min Wang, Hsin-Te Hwang, Szu-Wei Fu, Yu Tsao

arxiv:1808.05344 v2 · 2018-08-16 · cs.SD · cs.AI · eess.AS

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\usepackage{pith}
\pithnumber{QXS724YCVD3OXHRACWEZEO6I2L}

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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

Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound

Receipt and verification

First computed	2026-05-18T00:07:54.694087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85e5fd7302a8f6eb9e201589923bc8d2cdecf46337606dac3364d4740d40a361

Aliases

arxiv: 1808.05344 · arxiv_version: 1808.05344v2 · doi: 10.48550/arxiv.1808.05344 · pith_short_12: QXS724YCVD3O · pith_short_16: QXS724YCVD3OXHRA · pith_short_8: QXS724YC

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/QXS724YCVD3OXHRACWEZEO6I2L \
  | 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: 85e5fd7302a8f6eb9e201589923bc8d2cdecf46337606dac3364d4740d40a361

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2352041cf77a2b45460cad337bbec5c986168ba20b339e7e7f8b556f8ff69426",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2018-08-16T04:26:41Z",
    "title_canon_sha256": "a9ee1ee8dd485835392a2dbfc39761c4cde02d18dcb7fce21980330a6d9f5059"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.05344",
    "kind": "arxiv",
    "version": 2
  }
}