eess.AS · 2026-09-30 · No. 129
Audio and Speech Processing, 2026-09-30.
1 new papers in eess.AS. Titles, authors,
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01 — The papers
1 entries-
01
GLaS-JEPA: Gaussian-Regularized Speech SSL without Engineered Prediction Targets
Gaspard Botté, Séverin Baroudi, Samir Sadok, Francesco Paissan, Thomas Hueber, Xavier Alameda-Pineda, Ricard Marxer,...
eess.AS · cs.AI · cs.LG · cs.SD
Speech self-supervised learning aims to learn general-purpose representations for downstream speech tasks. However, current approaches rely on complex, carefully designed prediction targets. We challenge this necessity with GLaS-JEPA, a framework that directly predicts the current encoder's continuous representations at masked positions, without contrastive learning, discrete targets, or separate EMA target encoders. We prevent representation...
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