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Clarification on Differences with RetroInfer #2

@zihan-j-zhao

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@zihan-j-zhao

Dear Authors,

I recently read your paper on MultipoleAttention and noticed an overlap with RetroInfer (https://arxiv.org/pdf/2505.02922). Specifically, the core techniques introduced in MultipoleAttention—namely (1) Multipole Approximation and (2) Block-wise k-means—appear to be identical to the (1) Accuracy-bounded Attention Estimation and (2) Segmented k-means presented in RetroInfer. The primary distinction seems to be that MultipoleAttention is tailored for the GPU-only setting, whereas RetroInfer is for GPU-CPU.

Considering that RetroInfer was released earlier, it would be appropriate for MultipoleAttention to cite RetroInfer. Additionally, I would appreciate it if you could clarify any further differences between MultipoleAttention and RetroInfer. Thank you.

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