arxivcs.RO2026-07-16
NeuroCommitSSM: Decision-Centric Shared Autonomy for Safe Assistive Manipulation via EEG-EMG-ET Commit Readiness
Tipu Sultan, Param Sangani, Kody Cool, Pascal Sikorski, Guangping Liu, Hadi Akbarpour, et al.
We present NeuroCommitSSM, a decision-centric framework that models when to execute, not just what to do, for safe commit-to-execute control in assistive robotic manipulation. NeuroCommitSSM predicts a continuous commit-readiness score c_t in [0,1] from synchronized electroenceph…