@INPROCEEDINGS{8377717, author={Z. Kan and H. Wang and G. Xu and Y. Guo and X. Chen}, booktitle={2018 IEEE 42nd Annual Computer Software and Applications Conference (COMPSAC)}, title={Towards Light-Weight Deep Learning Based Malware Detection}, year={2018}, volume={01}, number={}, pages={600-609}, keywords={convolution;feature extraction;feedforward neural nets;invasive software;learning (artificial intelligence);operating systems (computers);networks;polymorphic samples;neural network based detection;feature extraction;light-weight PC malware detection system;deep convolutional neural network;grouped instruction sequences;operating systems;instruction analyzer;light-weight deep learning based malware detection;CNN;Malware;Feature extraction;Machine learning;Neural networks;Training;Data mining;malware detection;deep learning;machine learning;neural network;Windows platform}, doi={10.1109/COMPSAC.2018.00092}, ISSN={0730-3157}, month={July},}