no code implementations • 14 Apr 2024 • Haosong Peng, Wei Feng, Hao Li, Yufeng Zhan, Qihua Zhou, Yuanqing Xia
In this paper, we find visual foundation models like Vision Transformer (ViT) also have a dedicated acceleration mechanism for video analytics.
no code implementations • 2 May 2023 • Jingcai Guo, Yuanyuan Xu, Wenchao Xu, Yufeng Zhan, Yuxia Sun, Song Guo
Malware open-set recognition (MOSR) aims at jointly classifying malware samples from known families and detect the ones from novel unknown families, respectively.
no code implementations • CVPR 2023 • Haozhao Wang, Yichen Li, Wenchao Xu, Ruixuan Li, Yufeng Zhan, Zhigang Zeng
In this paper, we propose a new perspective that treats the local data in each client as a specific domain and design a novel domain knowledge aware federated distillation method, dubbed DaFKD, that can discern the importance of each model to the distillation sample, and thus is able to optimize the ensemble of soft predictions from diverse models.
no code implementations • 16 Sep 2022 • Runze Gao, Qiwen Li, Li Dai, Yufeng Zhan, Yuanqing Xia
First, a construction method for the DPC workflow is designed, to match the distributed processing environment of cloud computing.
no code implementations • 5 Feb 2022 • Leijie Wu, Song Guo, Yaohong Ding, Yufeng Zhan, Jie Zhang
Facing the challenge of statistical diversity in client local data distribution, personalized federated learning (PFL) has become a growing research hotspot.
no code implementations • 4 Jan 2022 • Yuan Zhang, Yuanqing Xia, Yufeng Zhan
This paper addresses the real structured controllability, stabilizability, and stability radii (RSCR, RSSZR, and RSSR, respectively) of linear systems, which involve determining the distance (in terms of matrix norms) between a (possibly large-scale) system and its nearest uncontrollable, unstabilizable, and unstable systems, respectively, with a prescribed affine structure.
no code implementations • 29 Dec 2021 • Runze Gao, Yuanqing Xia, Guan Wang, Liwen Yang, Yufeng Zhan
Subspace identification (SID) has been widely used in system identification and control fields since it can estimate system models only relying on the input and output data by reliable numerical operations such as singular value decomposition (SVD).
no code implementations • 20 Dec 2021 • Tijin Yan, Tong Zhou, Yufeng Zhan, Yuanqing Xia
With the development of AIoT, data-driven attack detection methods for cyber-physical systems (CPSs) have attracted lots of attention.
no code implementations • 10 Aug 2021 • Yuan Zhang, Yuanqing Xia, Yufeng Zhan
Subject to a certain condition on the prescribed input configurations that contains the dedicated input one as a special case, we demonstrate that the constraint matrices of these ILPs are totally unimodular.
1 code implementation • 18 Jun 2021 • Tijin Yan, Hongwei Zhang, Tong Zhou, Yufeng Zhan, Yuanqing Xia
However, many existing works can not be widely used because of the constraints of functional form of generative models or the sensitivity to hyperparameters.