← All parts of this equation

Equation 8 · Part 1 · AI Memory Systems and the Bandwidth Wall in Practice: An Advanced Technical Guide

Symbol M_KV

MKVM_{\mathrm{KV}}
MKVM_{\mathrm{KV}}

What this part means

MKM_KV is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

Its job in the formula

MKM_KV is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

The passage around this formula

…in serving throughput at the same level of latency compared with prior systems, with the improvement growing for longer sequences, larger models and more complex decoding algorithms [ 4 ] . Paging does not reduce MKVM_{\mathrm{KV}} per token; it reduces the waste around it, which in practice is often the larger number.

Read this part in the article →

Learn the underlying idea

A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.

Open the illustrated subscripts: which member of a family? guide →

See this notation across published equations →

Sources cited in the surrounding passage

These citations provide research context; check each source for the exact claim it supports.