A novel temporal filtering strategy for functional MRI using UNFOLD

► Our simulations show that simple multi-band filtering in the context of UNFOLD leads to temporal autocorrelations affecting statistical modeling of fMRI signals. ► The proposed filtering strategy reduces autocorrelated noise compared to multi-band filtering. ► The proposed filtering strategy significantly decreases false positive activations, which effectively increases the statistical inference.