An aerosol-generating device including an aerosol-generating article comprising an aerosol-forming substrate, a support element, an aerosol-cooling element, and a mouthpiece. At least one of the aerosol-cooling element and the filter comprise a porous mass comprising from 20 to 100 wt. % binder and from 0 to 80 wt. % active or inactive particles.