Pith Number

pith:GZ7M5NSW

pith:2026:GZ7M5NSWOCKRTBLAX37W5SRHFN

not attested not anchored not stored refs pending

When EER Hides Deployment Failure: Auditing Threshold Transfer and Unlabeled Score Calibration for Speech Deepfake Detectors

Jingwen Zhou, Mingzhe Wang

arxiv:2606.21584 v1 · 2026-06-19 · cs.SD

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZ7M5NSWOCKRTBLAX37W5SRHFN}

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	2026-06-23T01:13:15.375204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

367eceb6567095198560beff6eca272b7cddc454106f275550ee94c03ce8ab79

Aliases

arxiv: 2606.21584 · arxiv_version: 2606.21584v1 · doi: 10.48550/arxiv.2606.21584 · pith_short_12: GZ7M5NSWOCKR · pith_short_16: GZ7M5NSWOCKRTBLA · pith_short_8: GZ7M5NSW

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/GZ7M5NSWOCKRTBLAX37W5SRHFN \
  | 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: 367eceb6567095198560beff6eca272b7cddc454106f275550ee94c03ce8ab79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "839b2748cfc721a83088353c0c105c36845b602dc3c2d407657eb8a5b4607284",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2026-06-19T16:39:36Z",
    "title_canon_sha256": "2ddb16950eec18c06576c4e2c1a2ecb02578ae6f4a403f5eb32c46a91c0e600c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.21584",
    "kind": "arxiv",
    "version": 1
  }
}