expert-prefetching

SpecPrefetch proposes a parameter-efficient expert prefetching framework for sparse MoE models, using a lightweight adapter to predict next-layer experts for asynchronous transfer while preserving native routing semantics. It achieves up to 20% decoding throughput improvement on a Snapdragon 8 Elite device, demonstrating practical benefits for memory-constrained deployment.