no code implementations • 29 Feb 2024 • Zijie Huang, Jeehyun Hwang, Junkai Zhang, Jinwoo Baik, Weitong Zhang, Dominik Wodarz, Yizhou Sun, Quanquan Gu, Wei Wang
Real-world multi-agent systems are often dynamic and continuous, where the agents co-evolve and undergo changes in their trajectories and interactions over time.
no code implementations • 14 Dec 2023 • Zixiang Chen, Huizhuo Yuan, YongQian Li, Yiwen Kou, Junkai Zhang, Quanquan Gu
Despite its success in continuous spaces, discrete diffusion models, which apply to domains such as texts and natural languages, remain under-studied and often suffer from slow generation speed.
no code implementations • 22 Nov 2023 • Gaoxiang Duan, Junkai Zhang, Xiaoying Zheng, Yongxin Zhu
By forging this innovative path, we bridge the gap between high-performing models and resource-scarce environments, thus unveiling a promising trajectory for further advancements in the field.
no code implementations • 17 Mar 2023 • Junkai Zhang, Weitong Zhang, Quanquan Gu
The sample complexity of our algorithm only has a polylogarithmic dependence on the planning horizon and therefore is "horizon-free".
no code implementations • 28 Jan 2021 • Navneet Garg, Junkai Zhang, Tharmalingam Ratnarajah
It is analyzed that given a non-negative value of CD, the achieved harvested energy for the proposed balanced precoder is higher than that for the perfect interference alignment (IA) precoder.
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