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[Submitted on 31 Oct 2024 (v1), last revised 25 Sep 2025 (this version, v2)] View a PDF of the paper titled Understanding Optimization in Deep Learning with Central Flows, by Jeremy M. Cohen and Alex Damian and Ameet Talwalkar and J. Zico Kolter and Jason D. Lee View PDF Abstract:Traditional theories of optimization cannot describe the dynamics of optimization in …

Today, Microsoft and Asus are officially opening preorders for the ROG Xbox Ally and ROG Xbox Ally X at $599 and $999 respectively in the US. They’re $799 CAD and $1299 CAD in Canada, €599 and €899 in Europe, £499 and £799 in the UK, and $799 AUD and $1599 AUD in Australia. They both ship October 16th. There’s a …