Pith Number

pith:EPLKPKI3

pith:2021:EPLKPKI3OM5NHSNW65H3TAPT72

not attested not anchored not stored refs pending

Fusion of Embeddings Networks for Robust Combination of Text Dependent and Independent Speaker Recognition

Andreas Stolcke, Chelsea J.-T. Ju, Hongda Mao, Oguz Elibol, Ruirui Li, Zeya Chen

arxiv:2106.10169 v1 · 2021-06-18 · cs.LG · cs.CL · 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{EPLKPKI3OM5NHSNW65H3TAPT72}

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	2026-07-05T02:50:34.233545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23d6a7a91b733ad3c9b6f74fb981f3fe81ab1a35594957eed47a03260369adb4

Aliases

arxiv: 2106.10169 · arxiv_version: 2106.10169v1 · doi: 10.48550/arxiv.2106.10169 · pith_short_12: EPLKPKI3OM5N · pith_short_16: EPLKPKI3OM5NHSNW · pith_short_8: EPLKPKI3

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/EPLKPKI3OM5NHSNW65H3TAPT72 \
  | 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: 23d6a7a91b733ad3c9b6f74fb981f3fe81ab1a35594957eed47a03260369adb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd9af2e6b22e66a42e6968e145d5d1af37f23b935781a5e9f42fc9f0c36d09e2",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-18T15:01:58Z",
    "title_canon_sha256": "63fd7a7814aaab6b8e84c8dc4ad564b70b52ff8711ca06d618aaefb8df6f2918"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.10169",
    "kind": "arxiv",
    "version": 1
  }
}