Aims: In a 6-week intervention (18 sessions) with persons with chronic lower extremity hemiparesis 1) Compare effects of seated visuomotor ankle robot training vs. treadmill + robot training on paretic ankle impairments and motor control; 2) Compare effects of seated-robot vs. treadmill + robot training on functional mobility and balance outcomes; and 3) Compare the effectiveness of both robotics approaches to a standard treadmill exercise protocol of the same duration. This proposal will establish the initial comparative efficacy of two motor learning based approaches using a modular impedance controlled ankle robot and contrast motor control and functional gait and balance outcomes among them. As a pilot study we also will establish initial deficit profiles for users that respond to each intervention across the 6-week period.