Pith Number

pith:HA2YX2Z5

pith:2022:HA2YX2Z5WGQNJAGQ22LZUXFQOX

not attested not anchored not stored refs pending

Deep neural network techniques for monaural speech enhancement: state of the art analysis

Peter Ochieng

arxiv:2212.00369 v2 · 2022-12-01 · cs.SD · cs.LG · eess.AS

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HA2YX2Z5WGQNJAGQ22LZUXFQOX}

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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

Exploring Length Generalization For Transformer-based Speech Enhancement

Receipt and verification

First computed	2026-07-05T06:21:56.103519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38358beb3db1a0d480d0d6979a5cb075c9f2de939a0304b7f7e3513d97181ec4

Aliases

arxiv: 2212.00369 · arxiv_version: 2212.00369v2 · doi: 10.48550/arxiv.2212.00369 · pith_short_12: HA2YX2Z5WGQN · pith_short_16: HA2YX2Z5WGQNJAGQ · pith_short_8: HA2YX2Z5

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/HA2YX2Z5WGQNJAGQ22LZUXFQOX \
  | 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: 38358beb3db1a0d480d0d6979a5cb075c9f2de939a0304b7f7e3513d97181ec4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a787f622a7ef453a412dceacd21849c84ed307f96f746b6238eb2fe7e8f1578b",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-12-01T08:59:21Z",
    "title_canon_sha256": "c094afb21f6df372f5070f21a182f3914c2eaf9b2a804a8936fd0e61f374dc2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.00369",
    "kind": "arxiv",
    "version": 2
  }
}