by instadatahelp | Aug 30, 2023 | AI Blogs
Continual learning (CL) is the ability of an intelligent system to acquire and retain knowledge from a stream of data with minimal computational overhead. Various approaches, such as regularization, replay, architecture, and parameter isolation, have been introduced...
by instadatahelp | Aug 30, 2023 | AI Blogs
Online Optimization over Riemannian Manifolds Authors: Xi Wang, Zhipeng Tu, Yiguang Hong, Yingyi Wu, Guodong Shi; Volume 24, Issue 84, Pages 1-67, 2023. Abstract In recent years, there has been a significant increase in research on online optimization. This paper...
by instadatahelp | Aug 30, 2023 | AI Blogs
Investigating the Role of Pre-training in Lifelong Learning: An Empirical Study Sanket Vaibhav Mehta, Darshan Patil, Sarath Chandar, Emma Strubell; 24(214):1−50, 2023. Abstract The lifelong learning paradigm in machine learning is an appealing alternative to isolated...
by instadatahelp | Aug 30, 2023 | AI Blogs
The arXivLabs framework enables collaborators to develop and share new features directly on our website. Both individuals and organizations that collaborate with arXivLabs uphold our values of openness, community, excellence, and user data privacy. We are dedicated to...
by instadatahelp | Aug 30, 2023 | AI Blogs
Dimension-Grouped Mixed Membership Models for Multivariate Categorical Data Authors: Yuqi Gu, Elena E. Erosheva, Gongjun Xu, David B. Dunson; Volume 24, Issue 88, Pages 1-49, 2023. Abstract Mixed Membership Models (MMMs) are widely used latent structure models for...