1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.LG2021
Skyformer: Remodel Self-Attention with Gaussian Kernel and Nyström Method
Yifan Chen, Qi Zeng, Heng Ji +1
Transformers are expensive to train due to the quadratic time and space complexity in the self-attention mechanism. On the other hand, although kernel machines suffer from the same…
stat.ML2021★ 1 cited
Fast Statistical Leverage Score Approximation in Kernel Ridge Regression
Yifan Chen, Yun Yang
Nyström approximation is a fast randomized method that rapidly solves kernel ridge regression (KRR) problems through sub-sampling the n-by-n empirical kernel matrix appearing in th…