SYNAPSE stabilizes EEG-to-imagined-text decoding via inference-time symbolic regularization with commonsense graphs, achieving gains over baselines without LLM fine-tuning.
Abhijit Mishra, Shreya Shukla, Jose Torres, Jacek Gwizdka, and Shounak Roychowdhury
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SYNAPSE: Neuro-Symbolic Visual Thought-to-Text Decoding via Topological Semantic Denoising
SYNAPSE stabilizes EEG-to-imagined-text decoding via inference-time symbolic regularization with commonsense graphs, achieving gains over baselines without LLM fine-tuning.