This study aims to investigate the effect of high-intensity interval training (HIIT) on fatigue severity among individuals with chronic stroke. Participants will be randomly assigned to the HIIT group, the moderate-intensity continuous training (MICT) group, or the stretching group (active control). Each group will participate in supervised exercise sessions three times per week over a 12-week period, totaling 36 sessions. Outcome assessments will be conducted at baseline, mid-intervention (week 6), post-intervention (week 12), and follow-up (week 20). The primary outcome will be fatigue severity. Secondary outcomes will include inflammatory biomarkers and additional health-related indicators.