AINeutralarXiv – CS AI · 8h ago6/10
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Multi-SPIN: Multi-Access Speculative Inference for Cooperative Token Generation at the Edge
Researchers propose Multi-SPIN, a distributed speculative inference architecture that enables edge servers and resource-constrained devices to collaboratively generate language model tokens. The system optimizes draft-length control and bandwidth allocation to maximize throughput, achieving up to 88% goodput improvement over baseline methods in real-world testing.
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