Abstract: Apparatuses, systems, and techniques for classifying a candidate uniform resource locator (URL) as malicious using a machine learning (ML) detection system. An integrated circuit is coupled to physical memory of a host device via a host interface. The integrated circuit hosts a hardware-accelerated security service to protect one or more computer programs executed by the host device. The security service extracts a set of features from data stored in the physical memory, the data being words in a candidate URL and numeric features of a URL structure of the candidate URL. The security service classifies, using the ML detection system, the candidate URL as malicious or benign using the set of features. The security service outputs an indication of a malicious URL responsive to the candidate URL being classified as malicious.

Abstract: Use of digitalis-like compounds such as 19-norbufalin derivatives in the treatment of affective disorders such as anxiety, depression and bipolar disorders is disclosed.

Abstract: A process for preparing plastic articles having an outer rigid shell and an inner polystyrene foamed core, whereby pre-expanded polystyrene beads are foamed and fused inside a hollow thermoplastic shell, comprising, coating the inside of the shell prior to introducing the polystrene beads into the hollow shell, with a thermoplastic bonding layer.