2025
Brain-Inspired fMRI-to-Text Decoding via Incremental and Wrap-Up Language Modeling
NeurIPS 2025spotlight
Decoding natural language text from non-invasive brain signals, such as functional magnetic resonance imaging (fMRI), remains a central challenge in brain-computer interface research. While recent advances in large language models (LLMs) have enabled open-vocabulary fMRI-to-text decoding, existing f…