Zobrazeno 1 - 10
of 1 388
pro vyhledávání: '"Liu, Fusheng"'
Domain generalization aims to develop models that are robust to distribution shifts. Existing methods focus on learning invariance across domains to enhance model robustness, and data augmentation has been widely used to learn invariant predictors, w
Externí odkaz:
http://arxiv.org/abs/2405.08586
Autor:
Liu, Fusheng, Li, Qianxiao
A State Space Model (SSM) is a foundation model in time series analysis, which has recently been shown as an alternative to transformers in sequence modeling. In this paper, we theoretically study the generalization of SSMs and propose improvements t
Externí odkaz:
http://arxiv.org/abs/2405.02670
The emerging availability of trained machine learning models has put forward the novel concept of Machine Learning Model Market in which one can harness the collective intelligence of multiple well-trained models to improve the performance of the res
Externí odkaz:
http://arxiv.org/abs/2302.11751
Publikováno v:
Transactions on Machine Learning Research 2022
Optimization and generalization are two essential aspects of statistical machine learning. In this paper, we propose a framework to connect optimization with generalization by analyzing the generalization error based on the optimization trajectory un
Externí odkaz:
http://arxiv.org/abs/2202.10670
Publikováno v:
In Chemical Engineering Journal 1 October 2024 497
Autor:
Qu, Tiantian, Duan, Xinran, Ma, Zhuowei, Liu, Fusheng, Ma, Jingjing, Gao, Kunqi, Liu, Mengshuai
Publikováno v:
In Chemical Engineering Science 5 September 2024 297
Autor:
Shen, Yuanzong, Liu, Fusheng, Li, Weichen, Xin, Liantao, Li, Hongdong, Xiao, Weiping, Xu, Guangrui, Chen, Dehong, Li, Caixia, Du, Yunmei, Wang, Jinsong, Wu, Zexing, Wang, Lei
Publikováno v:
In Chemical Engineering Journal 1 September 2024 495
Autor:
Zhou, Yuwei, Cheng, Jiahui, Hong, Min, Lyu, Tu, Wang, Moran, Luo, Xiaohuan, Zhang, Chaohua, Liu, Fusheng, Hu, Lipeng
Publikováno v:
In Nano Energy August 2024 127
Autor:
Meree, Hani, Wang, Dongpo, Yan, Shuaixing, Li, Mengjie, Lu, Shuai, Lovati, Marco, Liu, Fusheng
Publikováno v:
In International Journal of Impact Engineering November 2024 193
Publikováno v:
In Nano Energy July 2024 126