Search Results for author: Zhiyu Yao

Found 7 papers, 5 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

ModeRNN: Harnessing Spatiotemporal Mode Collapse in Unsupervised Predictive Learning

1 code implementation8 Oct 2021 Zhiyu Yao, Yunbo Wang, Haixu Wu, Jianmin Wang, Mingsheng Long

To this end, we propose ModeRNN, which introduces a novel method to learn structured hidden representations between recurrent states.

Inductive Bias

MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying Motions

1 code implementation CVPR 2021 Haixu Wu, Zhiyu Yao, Jianmin Wang, Mingsheng Long

With high flexibility, this framework can adapt to a series of models for deterministic spatiotemporal prediction.

Video Prediction

Towards Good Practices of U-Net for Traffic Forecasting

1 code implementation4 Dec 2020 Jingwei Xu, Jianjin Zhang, Zhiyu Yao, Yunbo Wang

This technical report presents a solution for the 2020 Traffic4Cast Challenge.

Unsupervised Transfer Learning for Spatiotemporal Predictive Networks

1 code implementation ICML 2020 Zhiyu Yao, Yunbo Wang, Mingsheng Long, Jian-Min Wang

This paper explores a new research problem of unsupervised transfer learning across multiple spatiotemporal prediction tasks.

Transfer Learning

VideoDG: Generalizing Temporal Relations in Videos to Novel Domains

1 code implementation8 Dec 2019 Zhiyu Yao, Yunbo Wang, Jianmin Wang, Philip S. Yu, Mingsheng Long

This paper introduces video domain generalization where most video classification networks degenerate due to the lack of exposure to the target domains of divergent distributions.

Action Recognition Data Augmentation +5

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