2 papers
cs.LG2026
SYNAPSE: Neuro-Symbolic Visual Thought-to-Text Decoding via Topological Semantic Denoising
Akshaj Murhekar, Abhijit Mishra
Recent advances in large language models have accelerated open-vocabulary EEG-to-imagined-text decoding, where non-invasive neural activity recorded during visual perception is tra…
cs.LG2026
SENSE: Efficient EEG-to-Text via Privacy-Preserving Semantic Retrieval
Akshaj Murhekar, Christina Liu, Abhijit Mishra +2
Decoding brain activity into natural language is a major challenge in AI with important applications in assistive communication, neurotechnology, and human-computer interaction. Mo…