Pith Number

pith:3D3SV2Q4

pith:2025:3D3SV2Q4DQILNHKXXRGHE5X37V

not attested not anchored not stored refs pending

Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing

Rohan Kumar Das, Yang Xiao

arxiv:2505.14601 v1 · 2025-05-20 · eess.AS · 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{3D3SV2Q4DQILNHKXXRGHE5X37V}

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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

1 paper in Pith

Towards Generalized Source Tracing for Codec-Based Deepfake Speech

Receipt and verification

First computed	2026-07-05T11:06:16.336647Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8f72aea1c1c10b69d57bc4c7276fbfd4687a031185d11dfe34a7b1ec512a116

Aliases

arxiv: 2505.14601 · arxiv_version: 2505.14601v1 · doi: 10.48550/arxiv.2505.14601 · pith_short_12: 3D3SV2Q4DQIL · pith_short_16: 3D3SV2Q4DQILNHKX · pith_short_8: 3D3SV2Q4

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/3D3SV2Q4DQILNHKXXRGHE5X37V \
  | 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: d8f72aea1c1c10b69d57bc4c7276fbfd4687a031185d11dfe34a7b1ec512a116

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35b5ce5d5911088e297ab23194a157b0c0c37893809ded96d6cd36914f420364",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-05-20T16:51:52Z",
    "title_canon_sha256": "54efda39c579fc8a6df21c6bf50b00a99765cf2bb6e5c520be7a00b03b2dc021"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.14601",
    "kind": "arxiv",
    "version": 1
  }
}