Pith Number

pith:UCPSG2YD

pith:2020:UCPSG2YDJ6TF5EKMSBU2NJUUJI

not attested not anchored not stored refs pending

Leveraging speaker attribute information using multi task learning for speaker verification and diarization

Chau Luu, Peter Bell, Steve Renals

arxiv:2010.14269 v2 · 2020-10-27 · 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{UCPSG2YDJ6TF5EKMSBU2NJUUJI}

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

LISE : Listenable Interpretable Speaker Embeddings

Receipt and verification

First computed	2026-07-05T02:34:30.466528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a09f236b034fa65e914c9069a6a6944a1cca9df258ef0ec490df1b95e5905038

Aliases

arxiv: 2010.14269 · arxiv_version: 2010.14269v2 · doi: 10.48550/arxiv.2010.14269 · pith_short_12: UCPSG2YDJ6TF · pith_short_16: UCPSG2YDJ6TF5EKM · pith_short_8: UCPSG2YD

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/UCPSG2YDJ6TF5EKMSBU2NJUUJI \
  | 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: a09f236b034fa65e914c9069a6a6944a1cca9df258ef0ec490df1b95e5905038

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "852c880684b13cae17ac0fc9fd313ab223f6c62b51cb1c9456ac22808766c8a4",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2020-10-27T13:10:51Z",
    "title_canon_sha256": "f3e4608cf8b5eec7fcc76e4619a7f920395e72ad1016dec9534f12546a7320a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.14269",
    "kind": "arxiv",
    "version": 2
  }
}