Pith Number

pith:V5WTZP7W

pith:2022:V5WTZP7WK7J7UBM7OI2YTP5JS2

not attested not anchored not stored refs pending

Robust Speaker Recognition with Transformers Using wav2vec 2.0

Aleksei Gusev, Anastasia Avdeeva, Galina Lavrentyeva, Sergey Novoselov, Vladimir Volokhov

arxiv:2203.15095 v1 · 2022-03-28 · cs.SD · cs.LG · eess.AS

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V5WTZP7WK7J7UBM7OI2YTP5JS2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Flow Matching-Based Speech Source Separation with Best-of-N Biometric Sampling

Receipt and verification

First computed	2026-07-05T04:09:21.494418Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af6d3cbff657d3fa059f723589bfa99693edcfedc79255b04572f5d4248e7b24

Aliases

arxiv: 2203.15095 · arxiv_version: 2203.15095v1 · doi: 10.48550/arxiv.2203.15095 · pith_short_12: V5WTZP7WK7J7 · pith_short_16: V5WTZP7WK7J7UBM7 · pith_short_8: V5WTZP7W

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/V5WTZP7WK7J7UBM7OI2YTP5JS2 \
  | 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: af6d3cbff657d3fa059f723589bfa99693edcfedc79255b04572f5d4248e7b24

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7d828660e5ae19c4ede6a5a06234d5930565c9c0f9629338fbc4dd061e8a1ff",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2022-03-28T20:59:58Z",
    "title_canon_sha256": "72592fbd60707a35f163c83a8255feac5f7867735bc69da57181042f14b2cc72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.15095",
    "kind": "arxiv",
    "version": 1
  }
}