IntroductionExercise has significant health benefits and can enhance learning. A single bout of high‐intensity resistance training may be sufficient to improve memory. This study aimed to assess memory enhancement by a single bout of high‐intensity resistance training and to examine the neural underpinnings using resting‐state functional magnetic resonance imaging (MRI).MethodsSixty young adults (34 men and 26 women), divided into the training and control groups, participated. The first session included verbal memory recall tests (cued‐ and free‐recall), resting‐state functional MRI (rs‐fMRI), and a single‐bout high‐intensity resistance training for the training group. Two days later, they underwent post‐intervention memory tests and rs‐fMRI. The study design was 2 groups × 2 sessions for memory tests, and within training group comparisons for rs‐fMRI.ResultsCompared to the control group without resistance training, the training group showed higher cued‐recall performance 2 days after the brief resistance training (training: +0.27, control: −0.13, interaction: p = .01), and their free‐recall scores were associated with enhanced left posterior hippocampal connectivity (r = .64, p < .001).ConclusionsThese results suggest that brief high‐intensity resistance exercise/strength training could enhance memory without repeated exercising. The quick effect of resistance training on memory and hippocampal connectivity could be revealed. A focused and one‐shot exercise may be sufficient to enhance memory performance and neural plasticity in a few days.