no code implementations • 4 May 2024 • Fusheng Liu, Qianxiao Li
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.
1 code implementation • 23 Feb 2023 • Naibo Wang, Wenjie Feng, Fusheng Liu, Moming Duan, See-Kiong Ng
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 resultant model through one-shot federated learning and ensemble learning in a data-free manner.
no code implementations • 22 Feb 2022 • Fusheng Liu, Haizhao Yang, Soufiane Hayou, Qianxiao Li
Optimization and generalization are two essential aspects of statistical machine learning.
no code implementations • ICLR 2022 • Yingtian Zou, Fusheng Liu, Qianxiao Li
In this paper, we study the effect of the adaptation learning rate in meta-learning with mixed linear regression.
no code implementations • 29 Sep 2021 • Fusheng Liu, Haizhao Yang, Qianxiao Li
Through our approach, we show that, with a proper initialization, gradient flow converges following a short path with an explicit length estimate.