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Pardon my simplistic question, but when you mean rotation you’re essentially talking about diagonalization aren’t you? So storing the diagonal as a matrix and
by eecc 6mo ago
Pardon my simplistic question, but when you mean rotation you’re essentially talking about diagonalization aren’t you?
So storing the diagonal as a matrix and the new bases is more compact?
- amitport 6mo agoIn this context, the rotation is for spreading energy and ensuring predictable coordinate distributions rather than diagonalization; it makes coordinate-wise quantization much more computationally efficient, though it throws away learnable structure.
- eecc 6mo agoah ok, so intuitively it's like minimizing the error when replacing the values with a well-known distribution. So all you need to carry along is the rotation and the assumption that there is some amount of loss.
- tripplyons 6mo agoThere are papers that try to quantize angles associated with weights because angles have a more uniform distribution. I haven't read this specific paper, but it looks like it uses a similar trick at a glance.