by instadatahelp | Sep 4, 2023 | AI Blogs
Improved Complexity for Restarted Nonconvex Accelerated Gradient Descent By Huan Li and Zhouchen Lin; 24(157):1−37, 2023. Abstract This paper focuses on accelerated gradient methods for nonconvex optimization problems with Lipschitz continuous gradient and Hessian. We...
by instadatahelp | Sep 4, 2023 | AI Blogs
We propose an architecture with input-dependent dynamic depth for processing streaming audio, using a vision-inspired keyword spotting framework. This architecture extends a conformer encoder by adding trainable binary gates, which allow the network to dynamically...
by instadatahelp | Sep 4, 2023 | AI Blogs
Topological Convolutional Layers for Deep Learning Ephy R. Love, Benjamin Filippenko, Vasileios Maroulas, Gunnar Carlsson; 24(59):1−35, 2023. Abstract This article presents the Topological CNN (TCNN), a collection of convolutional methods that are defined...
by instadatahelp | Sep 4, 2023 | AI Blogs
Analyzing financial market trends using time series analysis and natural language processing is a complex task due to the multitude of variables that can influence stock prices. These variables include economic and political events, as well as public attitudes. Recent...
by instadatahelp | Sep 4, 2023 | AI Blogs
New Sequence Results and Improved Algorithmic Guarantees for Asynchronous Iterations in Optimization Authors: Hamid Reza Feyzmahdavian, Mikael Johansson; Published in Journal of Machine Learning Research, 24(158):1−75, 2023. Abstract This paper presents novel...
