2025
SplashNet: Split‑and‑Share Encoders for Accurate and Efficient Typing with Surface Electromyography
NeurIPS 2025poster
Surface electromyography (sEMG) at the wrists could enable natural, keyboard‑free text entry, yet the state‑of‑the‑art emg2qwerty baseline still misrecognizes 51.8\% of characters zero‑shot on unseen users and 7.0\% after user‑specific fine‑tuning. We trace much of these errors to mismatched cross‑u…