Pith Number

pith:FGRYNMAH

pith:2024:FGRYNMAHWGAYZXG5R4VPMAATFX

not attested not anchored not stored refs pending

Self-Attention and Hybrid Features for Replay and Deep-Fake Audio Detection

Chi-Man Pun, Lian Huang

arxiv:2401.05614 v1 · 2024-01-11 · cs.SD · cs.MM · 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{FGRYNMAHWGAYZXG5R4VPMAATFX}

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.

Cited by

1 paper in Pith

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices

Receipt and verification

First computed	2026-07-05T07:32:32.599306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29a386b007b1818cdcdd8f2af600132dff88c5f171481b6a150cf959c7b64b7f

Aliases

arxiv: 2401.05614 · arxiv_version: 2401.05614v1 · doi: 10.48550/arxiv.2401.05614 · pith_short_12: FGRYNMAHWGAY · pith_short_16: FGRYNMAHWGAYZXG5 · pith_short_8: FGRYNMAH

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/FGRYNMAHWGAYZXG5R4VPMAATFX \
  | 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: 29a386b007b1818cdcdd8f2af600132dff88c5f171481b6a150cf959c7b64b7f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c56fb072826b5ccbc827f5e6b631c21457ad583cacb3e66a49c108c88171b3f",
    "cross_cats_sorted": [
      "cs.MM",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-01-11T01:41:16Z",
    "title_canon_sha256": "2af6f951f439c8bf836fbd2084a625e965a71267917da205db2d14f11f45fd34"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.05614",
    "kind": "arxiv",
    "version": 1
  }
}