Text input detection using neuromuscular-signal sensors of a wearable device, and systems and methods of use thereof

A method, comprising:

• receiving, via one or more sensors of a wearable device worn by a user, neuromuscular data generated from performance of a hand gesture by the user, wherein the hand gesture by the user corresponds to a handwriting motion;
• generating, using a temporal attention model, one or more encodings by encoding the neuromuscular data;
• identifying, using one or more decoders, one or more terms from the one or more encodings;
• and
• in response to a selection of a respective term of the one or more terms, updating the temporal attention model.

A system, comprising:

• memory storing one or more programs that, when executed by one or more processors of a wearable device, cause performance of:
• receiving, via one or more sensors of a wearable device worn by a user, neuromuscular data generated from performance of a hand gesture by the user, wherein the hand gesture by the user corresponds to a handwriting motion;
• generating, using a temporal attention model, one or more encodings by encoding the neuromuscular data;
• identifying, using one or more decoders, one or more terms from the one or more encodings;
• and
• in response to a selection of a respective term of the one or more terms, updating the temporal attention model.

A non-transitory computer-readable storage medium including instructions which, when executed by a wearable device worn by a user, cause the wearable device to:

• receive, via one or more sensors of a wearable device worn by a user, neuromuscular data generated from performance of a hand gesture by the user, wherein the hand gesture by the user corresponds to a handwriting motion;
• generate, using a temporal attention model, one or more encodings by encoding the neuromuscular data;
• identify, using one or more decoders, one or more terms from the one or more encodings;
• and
• in response to a selection of a respective term of the one or more terms, update the temporal attention model.