Leveraging hierarchical temporal importance sampling and adaptive noise modulation to enhance resilience in multi-agent task execution systems. - Dingrui Xue; Yuqing Lin; Siwen Wei; Zhipeng Zhang; Wanlong Qi; Jiancheng Liu; Kang Sun; Jiangying Si; Kai Xu; Jiangfeng Hu; Xin Lai; Kexin Wang (Neurocomputing, 2025)

Dual-timescale hierarchical MADDPG for Multi-UAV cooperative search. - Jiancheng Liu; Siwen Wei; Bo Li; Tuo Wang; Wanlong Qi; Xingye Han; Gang Hou; Ke Li; Yuqing Lin; Dingrui Xue; Kexin Wang (J. King Saud Univ. Comput. Inf. Sci., 2025)

Meta-path-guided causal inference for hierarchical feature alignment and policy optimization in enhancing resilience of UWSoS. - Kexin Wang; Dingrui Xue; Yingdong Gou; Wanlong Qi; Bo Li; Jiancheng Liu; Yinglong Feng; Yuqing Lin (J. Supercomput., 2025)

PCDM: Point Cloud Completion by Conditional Diffusion Model. - Cheng Zhang; Zhiqiang Qi; Wenwen Yuan; Wanlong Qi; Zhengzheng Yang; Zhaobing Su (Neural Process. Lett., 2025)