Malceiver: Perceiver with Hierarchical and Multi-modal Features for Android Malware Detection. (arXiv:2204.05994v1 [cs.CR])

We propose the Malceiver, a hierarchical Perceiver model for Android malware
detection that makes use of multi-modal features. The primary inputs are the
opcode sequence and the requested permissions of a given Android APK file. To
reach a malware classification decision the model combines hierarchical
features extracted from the opcode sequence together with the requested
permissions. The model's architecture is based on the Perceiver/PerceiverIO
which allows for very long opcode sequences to be processed efficiently. Our
proposed model can be …

android arxiv detection features hierarchical perceiver