| CPC G06F 3/015 (2013.01) [G06F 18/2148 (2023.01); G06F 18/41 (2023.01); G06N 7/01 (2023.01); G06F 2218/00 (2023.01); G06N 3/08 (2013.01)] | 20 Claims |

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1. A brain computer-interface for symbol decoding, comprising:
a neural signal recorder implanted into a brain of a user; and
a symbol decoder, the symbol decoder comprising:
a processor; and
a memory, where the memory stores a symbol decoding application capable of directing the processor to:
obtain neural signal data from the neural signal recorder;
temporally bin the neural signal data to create a plurality of neural population time series;
convert a portion of the plurality of neural population time series covering a predetermined time window into a time probability series using a symbol decoding model;
identify a most likely symbol intended by the user from the time probability series as the most likely symbol in the time probability series offset by a delay from a time point in the time probability series at which the probability for a new character exceeds a threshold; and
perform a command associated with the most likely symbol.
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