Pith Number

pith:F3WGCP7G

pith:2022:F3WGCP7GUGPRE5QW26DDYLHKTU

not attested not anchored not stored refs pending

Why does Self-Supervised Learning for Speech Recognition Benefit Speaker Recognition?

Chengyi Wang, Furu Wei, Gang Liu, Jian Wu, Jinyu Li, Peidong Wang, Sanyuan Chen, Shujie Liu, Xiangzhan Yu, Yu Wu, Zhuo Chen

arxiv:2204.12765 v2 · 2022-04-27 · cs.CL · cs.SD · eess.AS

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F3WGCP7GUGPRE5QW26DDYLHKTU}

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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

Layer-wise Investigation of Large-Scale Self-Supervised Music Representation Models

Receipt and verification

First computed	2026-07-05T04:34:53.351441Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2eec613fe6a19f127616d7863c2cea9d0b38998bb675799b1a3e4ccfcd9c51a2

Aliases

arxiv: 2204.12765 · arxiv_version: 2204.12765v2 · doi: 10.48550/arxiv.2204.12765 · pith_short_12: F3WGCP7GUGPR · pith_short_16: F3WGCP7GUGPRE5QW · pith_short_8: F3WGCP7G

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/F3WGCP7GUGPRE5QW26DDYLHKTU \
  | 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: 2eec613fe6a19f127616d7863c2cea9d0b38998bb675799b1a3e4ccfcd9c51a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5782c9dd7d860554357bf73e6bab62a893977e3cb7b563d3a77acbab70988529",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-04-27T08:35:57Z",
    "title_canon_sha256": "8c96091532f7c86f95861b1a8c3c0002ac5ad4db04f1d8206dff41fca9235505"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.12765",
    "kind": "arxiv",
    "version": 2
  }
}