Search Results for author: Xinyang Chen

Found 4 papers, 2 papers with code

Recommender Transformers with Behavior Pathways

no code implementations13 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.

Sequential Recommendation

X-model: Improving Data Efficiency in Deep Learning with A Minimax Model

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}.

Age Estimation Object Recognition +2

Catastrophic Forgetting Meets Negative Transfer: Batch Spectral Shrinkage for Safe Transfer Learning

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.

Transfer Learning

Transferability vs. Discriminability: Batch Spectral Penalization for Adversarial Domain Adaptation

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.

Domain Adaptation Transfer Learning

Cannot find the paper you are looking for? You can Submit a new open access paper.