ML Systems

ReplaySSM: Cache SSM Inputs, Not State

State-space models (SSMs) maintain a fixed-size recurrent state, but reading and writing it at every decoding step can bottleneck hybrid models. This eager state management causes …

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Ze-Wei Liou
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Optimizing Compute Core Assignment for Dynamic Batch Inference in AI Inference Accelerator

Modern AI inference accelerators offer high-performance and power-efficient computations for machine learning models. Most accelerators employ static inference to enhance …

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Ze-Wei Liou
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