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Do Dynamic Routers Need Memory? HeRo: History-Aware Routing for Efficient LLM Inference

Lin, Hongjin et al.
arXiv (All) · Papers
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artificial-intelligencecomputation-and-language
Dynamic layer routing reduces the inference cost of Large Language Models (LLMs) by learning to skip layers for individual tokens. Existing methods, however, treat each routing decision as a local operation conditioned solely on the current hidden state which is a formulation that overlooks the sequ
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