1 code implementation • 14 Mar 2025 • Jian Qian, Teck Lun Goh, Bingyu Xie, Chengyao Zhu, Biao Wan, Yawen Guan, Rachel Ding Chen, Patrick Yin Chiang
Existing methods for biosignal classification rely on Attention-based frameworks with dense Feed Forward layers, which lead to inefficient learning, high computational overhead, and suboptimal performance.
no code implementations • 5 Jul 2024 • Jian Qian, Bingyu Xie, Biao Wan, Minhao Li, Miao Sun, Patrick Yin Chiang
TimeLDM is composed of a variational autoencoder that encodes time series into an informative and smoothed latent content and a latent diffusion model operating in the latent space to generate latent information.