Pith Number

pith:LVVVG5PN

pith:2019:LVVVG5PNTCAQ4GFUUICS7U3JCC

not attested not anchored not stored refs pending

A Perceptual Weighting Filter Loss for DNN Training in Speech Enhancement

Samy Elshamy, Tim Fingscheidt, Ziyue Zhao

arxiv:1905.09754 v3 · 2019-05-23 · eess.AS · cs.SD

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\usepackage{pith}
\pithnumber{LVVVG5PNTCAQ4GFUUICS7U3JCC}

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Record completeness

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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

Components Loss for Neural Networks in Mask-Based Speech Enhancement

Receipt and verification

First computed	2026-07-04T23:58:08.806816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d6b5375ed98810e18b4a2052fd369109f1e197aa2a598003fb8d390fc00c635

Aliases

arxiv: 1905.09754 · arxiv_version: 1905.09754v3 · doi: 10.48550/arxiv.1905.09754 · pith_short_12: LVVVG5PNTCAQ · pith_short_16: LVVVG5PNTCAQ4GFU · pith_short_8: LVVVG5PN

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/LVVVG5PNTCAQ4GFUUICS7U3JCC \
  | 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: 5d6b5375ed98810e18b4a2052fd369109f1e197aa2a598003fb8d390fc00c635

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc781897f52236665f65ff65c4eb1b2c5ca66e18118d6d1af13457a9d1c42f88",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2019-05-23T16:24:19Z",
    "title_canon_sha256": "584ca4b5575a2d318153e9a89ad08008c1eb2dc01b33ca8ee803bc651f761358"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.09754",
    "kind": "arxiv",
    "version": 3
  }
}