Equation 10 · Part 1 · AI Memory Systems and the Bandwidth Wall in Practice: An Advanced Technical Guide
Symbol p
What this part means
the quantization attacks.
Its job in the formula
p is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Full expression→Symbol p→Article meaning
Where the article explains it
Quantization attacks p .
The passage around this formula
Quantization attacks p . Liu and colleagues’ KIVI method quantizes the key cache per-channel and the value cache per-token — an asymmetric scheme motivated by measuring that keys and values have different outlier structure, so a single uniform scheme for both leaves accuracy on the table. Their tuning-free 2-bit scheme…
Learn the underlying idea
A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.
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Sources cited in the surrounding passage
These citations provide research context; check each source for the exact claim it supports.