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20242026
most citedDensity Adaptive Attention is All You Need: Robust Parameter-Efficient Fine-Tuning Across Multiple Modalities

2 citations · 3 across the 7 of their papers we have counts for

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cs.SD2026

S-JEPA : Soft Clustering Anchors for Self-Supervised Speech Representation Learning

Georgios Ioannides, Adrian Kieback, Judah Goldfeder +5

Self-supervised speech encoders are predominantly trained by predicting discrete hard cluster IDs at masked positions, a recipe that collapses acoustic ambiguity at category bounda…

eess.AS2026

Soft Clustering Anchors for Self-Supervised Speech Representation Learning in Joint Embedding Prediction Architectures

Georgios Ioannides, Adrian Kieback, Judah Goldfeder +5

Joint Embedding Predictive Architectures (JEPA) offer a promising approach to self-supervised speech representation learning, but suffer from representation collapse without explic…