=Paper=
{{Paper
|id=Vol-4283/paper370
|storemode=property
|title=Public Leaderboards Are Not Deployment Tests: A Reproducible CPU-Only Robustness Audit for BirdCLEF+ 2026
|pdfUrl=https://ceur-ws.org/Vol-4283/paper370.pdf
|volume=Vol-4283
|authors=Mathieu Weill
}}
==Public Leaderboards Are Not Deployment Tests: A Reproducible CPU-Only Robustness Audit for BirdCLEF+ 2026==
<pdf width="1500px">https://ceur-ws.org/Vol-4283/paper370.pdf</pdf>
<pre>
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</pre>