CoSMoEs introduces a breakthrough approach to deploy sophisticated AI models directly on devices without sacrificing performance.

• Outperforms traditional dense models while using fewer computational resources
• Optimizes across three critical dimensions: quality, memory usage, and processing speed
• Enables advanced AI capabilities that previously required cloud processing
• Demonstrates that Sparse Mixture of Experts architectures can excel at smaller scales

This research represents a significant advancement for mobile and edge computing, enabling more responsive, private AI applications that don't rely on constant cloud connectivity.

CoSMoEs: Compact Sparse Mixture of Experts