Pith Number

pith:OYBPFIER

pith:2019:OYBPFIERRIGQOFTWT5HLXQCRE5

not attested not anchored not stored refs pending

Towards Debugging Deep Neural Networks by Generating Speech Utterances

Anssi Kanervisto, Bilal Soomro, Trung Ngo Trong, Ville Hautam\"aki

arxiv:1907.03164 v1 · 2019-07-06 · cs.LG · eess.AS · stat.ML

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\usepackage{pith}
\pithnumber{OYBPFIERRIGQOFTWT5HLXQCRE5}

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Record completeness

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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

Towards Debugging Deep Neural Networks by Generating Speech Utterances

Receipt and verification

First computed	2026-05-17T23:41:18.769630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7602f2a0918a0d0716769f4ebbc0512764fab72bb1586e11f8f939421f165f15

Aliases

arxiv: 1907.03164 · arxiv_version: 1907.03164v1 · doi: 10.48550/arxiv.1907.03164 · pith_short_12: OYBPFIERRIGQ · pith_short_16: OYBPFIERRIGQOFTW · pith_short_8: OYBPFIER

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/OYBPFIERRIGQOFTWT5HLXQCRE5 \
  | 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: 7602f2a0918a0d0716769f4ebbc0512764fab72bb1586e11f8f939421f165f15

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "05cc280d65e71385ad590eb554ead6d841b26e9d7b5dfc2aa6af1666096332a3",
    "cross_cats_sorted": [
      "eess.AS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-06T18:19:32Z",
    "title_canon_sha256": "a2ba2c0ba99f995736db77ad15cbfb44cc50024ad740d3d53d11c7aa85658265"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.03164",
    "kind": "arxiv",
    "version": 1
  }
}