![]() Our work opens up a new direction for designing application-specific integrated photonic circuits for high-efficiency processing large-scale graph data structures using deep learning.ĭeep learning technologies ( 1) have achieved enormous advances in a wide range of artificial intelligence (AI) applications, including computer vision ( 2), speech recognition ( 3), natural language processing ( 4), autonomous vehicles ( 5), biomedical science ( 6), etc. We demonstrate the applications of DGNN for node and graph-level classification tasks with benchmark databases and achieve superior performance. DGNN captures complex dependencies among node neighborhoods during the light-speed optical message passing over graph structures. Specifically, the graph node attributes are encoded into strip optical waveguides, transformed by DPUs, and aggregated by optical couplers to extract their feature representations. Here, we propose the diffractive graph neural network (DGNN), an all-optical graph representation learning architecture based on the diffractive photonic computing units (DPUs) and on-chip optical devices to address this limitation. However, existing architectures can only handle data with regular structures but fail to generalize to graph-structured data beyond Euclidean space. Now greet your caller with Oththaroovaa song by setting it up as your Hello Tune on the Wynk Music App for free.Photonic neural networks perform brain-inspired computations using photons instead of electrons to achieve substantially improved computing performance. So, what are you waiting for? Start streaming your favourite tunes today! You can even download MP3 songs for offline listening. Songs are the best way to live the moments or reminisce the memories and thus we at Wynk strive to enhance your listening experience by providing you with high-quality MP3 songs & lyrics to express your passion or to sing it out loud. Along with it if you are looking for a podcast online to keep you motivated throughout the week, then check out the latest podcast of Podcast. With Wynk Music, you will not only enjoy your favourite MP3 songs online, but you will also have access to our hottest playlists such as English Songs, Hindi Songs, Malayalam Songs, Punjabi Songs, Tamil Songs, Telugu Songs. Wynk Music brings to you Oththaroovaa MP3 song from the movie/album Naattypura Paatu. DEVI, Arunmozhi, Ilaiyaraaja, Siva Kumar, Kushboo ![]()
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December 2022
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