Pith Number

pith:VLKEJ77V

pith:2023:VLKEJ77VR22YZOCGJN3VOUMUA5

not attested not anchored not stored refs pending

Emphasized Non-Target Speaker Knowledge in Knowledge Distillation for Automatic Speaker Verification

Duc-Tuan Truong, Eng Siong Chng, Jia Qi Yip, Kong Aik Lee, Ruijie Tao

arxiv:2309.14838 v2 · 2023-09-26 · cs.SD · 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{VLKEJ77VR22YZOCGJN3VOUMUA5}

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.

Receipt and verification

First computed	2026-07-05T08:37:14.485326Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aad444fff58eb58cb8464b775751940756f2349fd98dcb785ff6aa9b9eb4333d

Aliases

arxiv: 2309.14838 · arxiv_version: 2309.14838v2 · doi: 10.48550/arxiv.2309.14838 · pith_short_12: VLKEJ77VR22Y · pith_short_16: VLKEJ77VR22YZOCG · pith_short_8: VLKEJ77V

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/VLKEJ77VR22YZOCGJN3VOUMUA5 \
  | 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: aad444fff58eb58cb8464b775751940756f2349fd98dcb785ff6aa9b9eb4333d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "74b0e68cc1132bca6f784cbdf930ca5dab834f840c870b0ef0eb2de7d546cf98",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2023-09-26T11:09:12Z",
    "title_canon_sha256": "4d5f0ee4bbf3bd69bbafb03e986bee98555e02f82a482fc0574aa0ab55fa3649"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.14838",
    "kind": "arxiv",
    "version": 2
  }
}