Pith Number

pith:7DBCERTQ

pith:2024:7DBCERTQIUJT5QJT6EH44ZNKXO

not attested not anchored not stored refs pending

Efficient Fine-tuning of Audio Spectrogram Transformers via Soft Mixture of Adapters

Alessio Brutti, Daniele Falavigna, Umberto Cappellazzo

arxiv:2402.00828 v2 · 2024-02-01 · eess.AS · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7DBCERTQIUJT5QJT6EH44ZNKXO}

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	2026-07-05T08:27:03.100098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8c222467045133ec133f10fce65aabb9f2d93304855da05e34feb72f28266ee

Aliases

arxiv: 2402.00828 · arxiv_version: 2402.00828v2 · doi: 10.48550/arxiv.2402.00828 · pith_short_12: 7DBCERTQIUJT · pith_short_16: 7DBCERTQIUJT5QJT · pith_short_8: 7DBCERTQ

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/7DBCERTQIUJT5QJT6EH44ZNKXO \
  | 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: f8c222467045133ec133f10fce65aabb9f2d93304855da05e34feb72f28266ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66d6ff8f048f8c09807a3696e37c09500dda0272241125f194bf8cd6ccd809a8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-02-01T18:16:04Z",
    "title_canon_sha256": "f7dc9e8402906d8bff2b6d4ce52d8f16183187add94f9abbfef34b7ab5ed005c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00828",
    "kind": "arxiv",
    "version": 2
  }
}