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Author

Sriram Ganapathy

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Preprint Sep 2026

JASPER: Joint Audio and Speech Pre-trained Encoder Representations

Self-supervised learning (SSL) for speech and audio has largely progressed along separate tracks: speech models emphasise time-domain prediction, whereas audio representation learning has focused on time-frequency patterns. This separation creates a compatibility gap, limiting cross-domain generalization. In this work,...

Geeth George, E. AmeenudeenP, Hrishikesh H. Pillai et al. · 0 citations
#machine learning Preprint Sep 2026

Integrating Language Models into Listened and Imagined Speech Decoding from MEG

It is found that imagined-speech decoding benefits more from the language model than listened-speech decoding, and the best-performing balance between neural and language-model evidence shifts toward the language model, and the gain over neural-only decoding is larger.

Maryam Maghsoudi, Sai Samrat Kankanala, S. Shamma et al. · 0 citations

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