Random-coupled Neural Network

no code implementations • 26 Mar 2024 • Haoran Liu, Mingzhe Liu, Peng Li, Jiahui Wu, Xin Jiang, Zhuo Zuo, Bingqi Liu

This process randomly closes some neural connections in the RCNN model, realized by the random inactivation weight matrix of link input.

Image Segmentation Semantic Segmentation

H2O+: An Improved Framework for Hybrid Offline-and-Online RL with Dynamics Gaps

no code implementations • 22 Sep 2023 • Haoyi Niu, Tianying Ji, Bingqi Liu, Haocheng Zhao, Xiangyu Zhu, Jianying Zheng, Pengfei Huang, Guyue Zhou, Jianming Hu, Xianyuan Zhan

Solving real-world complex tasks using reinforcement learning (RL) without high-fidelity simulation environments or large amounts of offline data can be quite challenging.

Offline RL Reinforcement Learning (RL)