Search Results for author: Zerui Tao

Found 4 papers, 2 papers with code

Robust Diffusion Models for Adversarial Purification

no code implementations24 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.

Efficient Nonparametric Tensor Decomposition for Binary and Count Data

1 code implementation15 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.

Tensor Decomposition Variational Inference

Permutation Search of Tensor Network Structures via Local Sampling

1 code implementation14 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.

Graph-Constrained Structure Search for Tensor Network Representation

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.

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