Pith Number

pith:GRLXRMSO

pith:2017:GRLXRMSOMFAHU3CZ5NM4PPICXN

not attested not anchored not stored refs pending

Attention-Based Models for Text-Dependent Speaker Verification

F A Rezaur Rahman Chowdhury, Ignacio Lopez Moreno, Li Wan, Quan Wang

arxiv:1710.10470 v3 · 2017-10-28 · eess.AS · cs.LG · cs.SD · stat.ML

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\usepackage{pith}
\pithnumber{GRLXRMSOMFAHU3CZ5NM4PPICXN}

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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

2 papers in Pith

Self Multi-Head Attention for Speaker Recognition

Speaker Recognition with Random Digit Strings Using Uncertainty Normalized HMM-based i-vectors

Receipt and verification

First computed	2026-05-18T00:24:37.277489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

345778b24e61407a6c59eb59c7bd02bb67fec1c20e0ce08b6cb5f38959d3011f

Aliases

arxiv: 1710.10470 · arxiv_version: 1710.10470v3 · doi: 10.48550/arxiv.1710.10470 · pith_short_12: GRLXRMSOMFAH · pith_short_16: GRLXRMSOMFAHU3CZ · pith_short_8: GRLXRMSO

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/GRLXRMSOMFAHU3CZ5NM4PPICXN \
  | 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: 345778b24e61407a6c59eb59c7bd02bb67fec1c20e0ce08b6cb5f38959d3011f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "407409645070dcc1cef8776d7208b6f3a7ada13e721ce4066e9d8b32ee5a96c8",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SD",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2017-10-28T14:12:29Z",
    "title_canon_sha256": "8f2a6982c551c2ba47cf9709a72773179e1894df5b3d7630c6e2b9fa264c4c66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.10470",
    "kind": "arxiv",
    "version": 3
  }
}