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Pith Number

pith:7FFZEWYX

pith:2024:7FFZEWYXZXBJSAV7C5BCJBXBK5
not attested not anchored not stored refs pending

Improving Audio Spectrogram Transformers for Sound Event Detection Through Multi-Stage Training

Florian Schmid, Gerhard Widmer, Jonathan Greif, Paul Primus, Tobias Morocutti

arxiv:2408.00791 v1 · 2024-07-17 · eess.AS · cs.SD

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\usepackage{pith}
\pithnumber{7FFZEWYXZXBJSAV7C5BCJBXBK5}

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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

Receipt and verification
First computed 2026-07-05T08:51:21.917564Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f94b925b17cdc29902bf17422486e1575b88699297a567a40134d1da6593710f

Aliases

arxiv: 2408.00791 · arxiv_version: 2408.00791v1 · doi: 10.48550/arxiv.2408.00791 · pith_short_12: 7FFZEWYXZXBJ · pith_short_16: 7FFZEWYXZXBJSAV7 · pith_short_8: 7FFZEWYX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7FFZEWYXZXBJSAV7C5BCJBXBK5 \
  | 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: f94b925b17cdc29902bf17422486e1575b88699297a567a40134d1da6593710f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "606484f94830ca13ecad75b35dcb2d44b886b8b494f878fef0c374f762e03699",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-07-17T20:36:46Z",
    "title_canon_sha256": "56bfdbf5102cc67e1ae8496f169e865bc11a9adf37631bac94ffa3a998a721ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.00791",
    "kind": "arxiv",
    "version": 1
  }
}