@INPROCEEDINGS{11120811, author={Guan, Chao and Zhong, Qiubo and Chen, Fei}, booktitle={2025 IEEE International Conference on Mechatronics and Automation (ICMA)}, title={Hierarchical Curriculum Learning with Optimized Experience Replay for Sample-Efficient Humanoid Locomotion}, year={2025}, volume={}, number={}, pages={1383-1388}, keywords={Measurement;Training;Resistance;Technological innovation;Tracking;Perturbation methods;Humanoid robots;Reinforcement learning;Complexity theory;Trajectory;Modular Architecture;Sample Efficiency;Hierarchical Curriculum Learning;Optimized Experience Replay;Dynamic Balance Control}, doi={10.1109/ICMA65362.2025.11120811}}