2 papers
cs.CL2020
An Analysis on the Learning Rules of the Skip-Gram Model
Canlin Zhang, Xiuwen Liu, Daniel Bis
To improve the generalization of the representations for natural language processing tasks, words are commonly represented using vectors, where distances among the vectors are rela…
cs.LG2019
Towards Quantifying Intrinsic Generalization of Deep ReLU Networks
Shaeke Salman, Canlin Zhang, Xiuwen Liu +1
Understanding the underlying mechanisms that enable the empirical successes of deep neural networks is essential for further improving their performance and explaining such network…