1 code implementation • 2 May 2024 • Shengsheng Lin, Weiwei Lin, Wentai Wu, Haojun Chen, Junjie Yang
This paper introduces SparseTSF, a novel, extremely lightweight model for Long-term Time Series Forecasting (LTSF), designed to address the challenges of modeling complex temporal dependencies over extended horizons with minimal computational resources.
no code implementations • 3 Feb 2024 • Yifan Zhong, Chengdong Ma, Xiaoyuan Zhang, Ziran Yang, Haojun Chen, Qingfu Zhang, Siyuan Qi, Yaodong Yang
Panacea trains a single model capable of adapting online and Pareto-optimally to diverse sets of preferences without the need for further tuning.
no code implementations • 17 Nov 2023 • Jun Wang, Haojun Chen, Zihe Sun, Yiannis Kantaros
To the best of our knowledge, this is the first work that designs verified temporal compositions of NN controllers for unknown and stochastic systems.
no code implementations • NeurIPS 2009 • Mingyuan Zhou, Haojun Chen, Lu Ren, Guillermo Sapiro, Lawrence Carin, John W. Paisley
The beta process is employed as a prior for learning the dictionary, and this non-parametric method naturally infers an appropriate dictionary size.