no code implementations • 13 Jun 2022 • Zhiyu Yao, Xinyang Chen, Sinan Wang, Qinyan Dai, Yumeng Li, Tanchao Zhu, Mingsheng Long
We conclude this characteristic for sequential behaviors of each user as the Behavior Pathway.
no code implementations • ICLR 2022 • Ximei Wang, Xinyang Chen, Jianmin Wang, Mingsheng Long
To take the power of both worlds, we propose a novel X-model by simultaneously encouraging the invariance to {data stochasticity} and {model stochasticity}.
2 code implementations • NeurIPS 2019 • Xinyang Chen, Sinan Wang, Bo Fu, Mingsheng Long, Jian-Min Wang
Before sufficient training data is available, fine-tuning neural networks pre-trained on large-scale datasets substantially outperforms training from random initialization.
2 code implementations • International Conference on Machine Learning 2019 • Xinyang Chen, Sinan Wang, Mingsheng Long, Jianmin Wang
In this paper, a series of experiments based on spectral analysis of the feature representations have been conducted, revealing an unexpected deterioration of the discriminability while learning transferable features adversarially.