sentence1: to this end , we use cwlk , a graph kernel we developed in our previous work which is specifically designed to capture both structural and contextual information from prgs and perform accurate malware detection .
sentence2: to this end , we leverage on our previous work and use the contextual weisfeiler-lehman kernel that is specifically designed to capture both structural and contextual information from prgs .