Dynamic　symmetric　searchable　encryption　(DSSE)　allows　clients　to　perform　keyword　searches　and　updates　on　encrypted　databases　outsourced　to　cloud　servers.　Ensuring　forward　privacy　is　a　crucial　security　property　for　DSSE　schemes　to　protect　data　privacy.　However,　existing　forward-private　DSSE　schemes　face　significant　limitations:　they　either　rely　on　an　honest-but-curious　server,　assuming　it　always　returns　correct　search　results　without　providing　verification　functionality,　or　they　lack　support　for　fine-grained　attribute-based　searches　and　access　control.　As　a　result,　these　schemes　cannot　be　directly　applied　to　attribute-based　databases.　In　this　paper,　we　propose　the　first　verifiable　forward-private　DSSE　scheme　suitable　for　attribute-based　databases.　Specifically,　we　construct　a　secure　index　based　on　attribute　elements　to　realize　fine-grained　searches　on　attribute-value　type　databases　while　ensuring　the　forward　privacy　of　the　scheme.　We　also　design　a　novel　verification　tag　using　symmetric　homomorphic　encryption　to　verify　the　correctness　of　search　results.　In　addition,　our　scheme　achieves　access　control　functionality　to　ensure　that　different　users　can　only　access　authorized　files.　Experimental　evaluations　show　that　our　scheme　has　advantage　in　the　update,　search　and　verification　processes.　And　the　security　analysis　proves　our　scheme　is　secure.