Pith Number

pith:MIL6NYDB

pith:2024:MIL6NYDBF2VXVP3C3CI4ANV7SP

not attested not anchored not stored refs pending

a-DCF: an architecture agnostic metric with application to spoofing-robust speaker verification

Hye-Jin Shim, Itshak Lapidot, Jean-Francois Bonastre, Jee-weon Jung, Nicholas Evans, Tomi Kinnunen

arxiv:2403.01355 v2 · 2024-03-03 · eess.AS · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MIL6NYDBF2VXVP3C3CI4ANV7SP}

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

Natural Yet Challenging to Detect: Robust In-the-Wild TTS through EMA and Dual-Scoring Prompt Selection -- Submission for WildSpoof 2026 TTS Track

Receipt and verification

First computed	2026-07-05T10:49:34.562259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6217e6e0612eab7abf62d891c036bf93e0b3021a77221786e7df55d0bd7ae811

Aliases

arxiv: 2403.01355 · arxiv_version: 2403.01355v2 · doi: 10.48550/arxiv.2403.01355 · pith_short_12: MIL6NYDBF2VX · pith_short_16: MIL6NYDBF2VXVP3C · pith_short_8: MIL6NYDB

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/MIL6NYDBF2VXVP3C3CI4ANV7SP \
  | 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: 6217e6e0612eab7abf62d891c036bf93e0b3021a77221786e7df55d0bd7ae811

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e9d15de807db262c9155be74be1585fbe49fc28e75384d39e4f903c201bb631",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-03-03T00:58:27Z",
    "title_canon_sha256": "07d2039d9a529a6bd3c2dc44a3a7819d2f51c5a61d029fb0351ccf30686fa11a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.01355",
    "kind": "arxiv",
    "version": 2
  }
}