activity
20192023
most citedMST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection

295 citations · 356 across the 10 of their papers we have counts for

collaborators

10 papers

math.NA2023★ 5 cited

Convergence of double step scheme for a class of parabolic Clarke subdifferential inclusions

Krzysztof Bartosz, Paweł Szafraniec, Jing Zhao

In this paper we deal with a first order evolution inclusion involving a multivalued term generated by a Clarke subdifferential of a locally Lipschitz potential. For this problem w…

cs.LG2023★ 295 cited

MST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection

Chaoyue Ding, Shiliang Sun, Jing Zhao

Multimodal time series (MTS) anomaly detection is crucial for maintaining the safety and stability of working devices (e.g., water treatment system and spacecraft), whose data are…

math.AP2023★ 11 cited

A generalized Stokes system with a nonsmooth slip boundary condition

Jing Zhao, Stanislaw Migorski, Sylwia Dudek

A class of quasi-variational-hemivariational inequalities in reflexive Banach spaces is studied. The inequalities contain a convex potential, a locally Lipschitz superpotential, an…

math.OC2023

A stochastic two-step inertial Bregman proximal alternating linearized minimization algorithm for nonconvex and nonsmooth problems

Chenzheng Guo, Jing Zhao, Qiao-Li Dong

In this paper, for solving a broad class of large-scale nonconvex and nonsmooth optimization problems, we propose a stochastic two step inertial Bregman proximal alternating linear…

math.OC2023

Two-step inertial Bregman alternating structure-adapted proximal gradient descent algorithm for nonconvex and nonsmooth problems

Chenzheng Guo, Jing Zhao

In the paper, we introduce several accelerate iterative algorithms for solving the multiple-set split common fixed-point problem of quasi-nonexpansive operators in real Hilbert spa…

hep-th2023★ 1 cited

-factorized differential equations for two-loop non-planar triangle Feynman integrals with elliptic curves

Xuhang Jiang, Xing Wang, Li Lin Yang +1

In this paper, we investigate two-loop non-planar triangle Feynman integrals involving elliptic curves. In contrast to the Sunrise and Banana integral families, the triangle famili…

cs.CV2023

Null-text Guidance in Diffusion Models is Secretly a Cartoon-style Creator

Jing Zhao, Heliang Zheng, Chaoyue Wang +3

Classifier-free guidance is an effective sampling technique in diffusion models that has been widely adopted. The main idea is to extrapolate the model in the direction of text gui…

cs.CV2023

MagicFusion: Boosting Text-to-Image Generation Performance by Fusing Diffusion Models

Jing Zhao, Heliang Zheng, Chaoyue Wang +2

The advent of open-source AI communities has produced a cornucopia of powerful text-guided diffusion models that are trained on various datasets. While few explorations have been c…

physics.soc-ph2022

Nonlinear eco-evolutionary games with global environmental fluctuations and local environmental feedbacks

Yishen Jiang, Xin Wang, Longzhao Liu +4

Environmental changes play a critical role in determining the evolution of social dilemmas in many natural or social systems. Generally, the environmental changes include two promi…

cs.LG2019★ 44 cited

A Survey of Optimization Methods from a Machine Learning Perspective

Shiliang Sun, Zehui Cao, Han Zhu +1

Machine learning develops rapidly, which has made many theoretical breakthroughs and is widely applied in various fields. Optimization, as an important part of machine learning, ha…