no code implementations • 24 Mar 2024 • Guang Lin, Zerui Tao, Jianhai Zhang, Toshihisa Tanaka, Qibin Zhao
We propose a novel robust reverse process with adversarial guidance, which is independent of given pre-trained DMs and avoids retraining or fine-tuning the DMs.
1 code implementation • 15 Jan 2024 • Zerui Tao, Toshihisa Tanaka, Qibin Zhao
Finally, to address the computational issue of GPs, we enhance the model by incorporating sparse orthogonal variational inference of inducing points, which offers a more effective covariance approximation within GPs and stochastic natural gradient updates for nonparametric models.
1 code implementation • 14 Jun 2022 • Chao Li, Junhua Zeng, Zerui Tao, Qibin Zhao
Recent works put much effort into tensor network structure search (TN-SS), aiming to select suitable tensor network (TN) structures, involving the TN-ranks, formats, and so on, for the decomposition or learning tasks.
no code implementations • NeurIPS 2021 • Chao Li, Junhua Zeng, Zerui Tao, Qibin Zhao
Recent works paid effort on the structure search issue for tensor network (TN) representation, of which the aim is to select the optimal network for TN contraction to fit a tensor.