3 papers
cs.LG2026
MEG-to-MEG Transfer Learning and Cross-Task Speech/Silence Detection with Limited Data
Xabier de Zuazo, Vincenzo Verbeni, Eva Navas +3
Data-efficient neural decoding is a central challenge for speech brain-computer interfaces. We present the first demonstration of transfer learning and cross-task decoding for MEG-…
cs.CL2026
MEGConformer: Conformer-Based MEG Decoder for Robust Speech and Phoneme Classification
Xabier de Zuazo, Ibon Saratxaga, Eva Navas
Decoding speech-related information from non-invasive MEG is a key step toward scalable brain-computer interfaces. We present compact Conformer-based decoders on the LibriBrain 202…
cs.CL2025
Whisper-LM: Improving ASR Models with Language Models for Low-Resource Languages
Xabier de Zuazo, Eva Navas, Ibon Saratxaga +1
Automatic speech recognition systems have undoubtedly advanced with the integration of multilingual and multitask models such as Whisper, which have shown a promising ability to un…