The inverse design approach in magnonics exploits the wave nature of magnons and machine learning to develop logical devices with functionalities that exceed the capabilities of analytical methods.

Transition curvature represents a significant problem for the read-back process in heat-assisted magnetic recording (HAMR) 1,2. As shown in 3 the underlying reason for the curvature is the circular ...