no code implementations • 27 Mar 2024 • Yizhang Xia, Shihao Song, Zhanglu Hou, Junwen Xu, Juan Zou, YuAn Liu, Shengxiang Yang
To automatically adapt to various datasets, the ENAS framework is designed to automatically search a MHGR network with appropriate fusion positions and ratios.
no code implementations • 11 Mar 2024 • Juan Zou, Han Chu, Yizhang Xia, Junwen Xu, YuAn Liu, Zhanglu Hou
Specifically, the global search space requires a significant amount of computational resources and time, the scalable search space sacrifices the diversity of network structures and the hierarchical search space increases the search cost in exchange for network diversity.
no code implementations • 5 Mar 2024 • Juan Zou, Weiwei Jiang, Yizhang Xia, YuAn Liu, Zhanglu Hou
The process begins from a shallow network, grows and evolves, and gradually deepens into a complete network, reducing the search complexity in the global space.
no code implementations • 2 Dec 2023 • Zhanglu Hou, Juan Zou, Gan Ruan, YuAn Liu, Yizhang Xia
Evolutionary algorithms face significant challenges when dealing with dynamic multi-objective optimization because Pareto optimal solutions and/or Pareto optimal fronts change.