Static Expert Placement Inefficiency in Edge MoE Decode

Hardware-Specific Trade-Off in Serving MoE Decode Cache Misses

Host DRAM Bandwidth Bottleneck in CPU Expert Execution

Edge MoE Serving and Architectural Bottlenecks - Edge-Native Mixture-of-Experts Serving with FreeToken @ University of Michigan - Ann Arbor

Prefill Transfer and Context Recomputation Challenges - Edge-Native Mixture-of-Experts Serving with FreeToken @ University of Michigan - Ann Arbor

Non-Dedicated Edge Resource Dynamics - Edge-Native Mixture-of-Experts Serving with FreeToken @ University of Michigan - Ann Arbor