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02/06/2023
U-Clip: On-Average Unbiased Stochastic Gradient Clipping
U-Clip is a simple amendment to gradient clipping that can be applied to...
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06/04/2021
Provably Strict Generalisation Benefit for Invariance in Kernel Methods
It is a commonly held belief that enforcing invariance improves generali...
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02/20/2021
Provably Strict Generalisation Benefit for Equivariant Models
It is widely believed that engineering a model to be invariant/equivaria...
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07/16/2020