Reducing Traffic Wastage in Video Streaming via Bandwidth-Efficient Bitrate Adaptation

Authors: Su, Hairong, Wang, Shibo, Yang, Shusen, Huang, Tianchi, Ren, Xuebin

Source: IEEE Transactions on Mobile Computing ( Volume: 23, Issue: 11, November 2024)

Subject Terms: Computer Science - Networking and Internet Architecture, Computer Science - Multimedia

Access URL: http://arxiv.org/abs/2412.07270

TelOps: AI-driven Operations and Maintenance for Telecommunication Networks

Authors: Yang, Yuqian, Yang, Shusen, Zhao, Cong, Xu, Zongben

Source: IEEE Communications Magazine ( Volume: 62, Issue: 4, April 2024)

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2412.04731

Review of Mathematical Optimization in Federated Learning

Authors: Yang, Shusen, Zhao, Fangyuan, Zhou, Zihao, Shi, Liang, Ren, Xuebin, Xu, Zongben

Subject Terms: Computer Science - Machine Learning, Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2412.01630

EdgeTimer: Adaptive Multi-Timescale Scheduling in Mobile Edge Computing with Deep Reinforcement Learning

Authors: Hao, Yijun, Yang, Shusen, Li, Fang, Zhang, Yifan, Wang, Shibo, Ren, Xuebin

Source: IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Computer Communications, IEEE INFOCOM 2024 - IEEE Conference on. :671-680 May, 2024

Relation: IEEE INFOCOM 2024 - IEEE Conference on Computer Communications

LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition

Authors: Liu, Huan, Yang, Shusen, Zhang, Yuzhe, Wang, Mengze, Gong, Fanyu, Xie, Chengxi, Liu, Guanjian, Liu, Zejun, Liu, Yong-Jin, Lu, Bao-Liang, Zhang, Dalin

Subject Terms: Computer Science - Human-Computer Interaction, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2410.09767

Understanding Byzantine Robustness in Federated Learning with A Black-box Server

Authors: Zhao, Fangyuan, Xie, Yuexiang, Ren, Xuebin, Ding, Bolin, Yang, Shusen, Li, Yaliang

Subject Terms: Computer Science - Cryptography and Security, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2408.06042

VertiMRF: Differentially Private Vertical Federated Data Synthesis

Authors: Zhao, Fangyuan, Li, Zitao, Ren, Xuebin, Ding, Bolin, Yang, Shusen, Li, Yaliang

Subject Terms: Computer Science - Data Structures and Algorithms

Access URL: http://arxiv.org/abs/2406.19008

Weakly-Supervised Action Localization by Hierarchically-structured Latent Attention Modeling

Authors: Wang, Guiqin, Zhao, Peng, Zhao, Cong, Yang, Shusen, Cheng, Jie, Leng, Luziwei, Liao, Jianxing, Guo, Qinghai

Source: 2023 IEEE/CVF International Conference on Computer Vision (ICCV) ICCV Computer Vision (ICCV), 2023 IEEE/CVF International Conference on. :10169-10179 Oct, 2023

Relation: 2023 IEEE/CVF International Conference on Computer Vision (ICCV)

Belt and Braces: When Federated Learning Meets Differential Privacy.

Authors: Ren, Xuebin¹, xuebinren@mail.xjtu.edu.cn, Yang, Shusen¹, shusenyang@mail.xjtu.edu.cn, Zhao, Cong², c.zhao@imperial.ac.uk, McCann, Julie², j.mccann@imperial.ac.uk, Xu, Zongben¹, zbxu@mail.xjtu.edu.cn

Source: Communications of the ACM; Dec2024, Vol. 67 Issue 12, p66-77, 12p

FedLED: Label-Free Equipment Fault Diagnosis with Vertical Federated Transfer Learning

Authors: Shen, Jie, Yang, Shusen, Zhao, Cong, Ren, Xuebin, Zhao, Peng, Yang, Yuqian, Han, Qing, Wu, Shuaijun

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2312.17451

Generative Model-based Feature Knowledge Distillation for Action Recognition

Authors: Wang, Guiqin, Zhao, Peng, Shi, Yanjiang, Zhao, Cong, Yang, Shusen

Subject Terms: Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2312.08644

HiFlash: Communication-Efficient Hierarchical Federated Learning with Adaptive Staleness Control and Heterogeneity-aware Client-Edge Association

Authors: Wu, Qiong, Chen, Xu, Ouyang, Tao, Zhou, Zhi, Zhang, Xiaoxi, Yang, Shusen, Zhang, Junshan

Subject Terms: Computer Science - Networking and Internet Architecture, Computer Science - Artificial Intelligence, Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2301.06447

The Design of User-Centric Mobile Crowdsensing with Cooperative D2D Communications

Authors: Yang, Shusen, Wang, Xiaofei, Adeel, Usman, Zhao, Cong, Hu, Jia, Yang, Xinyu, McCann, Julie

Source: IEEE Wireless Communications IEEE Wireless Commun. Wireless Communications, IEEE. 29(1):134-142 Feb, 2022

Exploration Across Small Silos: Federated Few-Shot Learning on Network Edge

Authors: Zhao, Cong, Sun, Xinyue, Yang, Shusen, Ren, Xuebin, Zhao, Peng, McCann, Julie

Source: IEEE Network Network, IEEE. 36(1):159-165 Feb, 2022

Transformer feature collapse of Temporal Action Detection via Multi-granularity Semantic Enhancement

Authors: An, Xin ^{a, c}, Zhao, Peng ^{a, c, ⁎}, Wang, Guiqin ^{a, c}, Zhao, Cong ^{b, c}, Yang, Shusen ^{b, c, d}

Source: In Neurocomputing 14 April 2025 626

FedGen: Personalized federated learning with data generation for enhanced model customization and class imbalance

Authors: Zhao, Peng ^{a, b}, Guo, Shaocong ^{a, b}, Li, Yanan ^{d, ⁎}, Yang, Shusen ^{b, c}, Ren, Xuebin ^{a, b}

Source: In Future Generation Computer Systems March 2025 164

SurveilEdge: Real-time Video Query based on Collaborative Cloud-Edge Deep Learning

Authors: Wang, Shibo, Yang, Shusen, Zhao, Cong

Source: IEEE INFOCOM 2020 - IEEE Conference on Computer Communications Computer Communications, IEEE INFOCOM 2020 - IEEE Conference on. :2519-2528 Jul, 2020

Relation: IEEE INFOCOM 2020 - IEEE Conference on Computer Communications

LDP-IDS: Local Differential Privacy for Infinite Data Streams

Authors: Ren, Xuebin, Shi, Liang, Yu, Weiren, Yang, Shusen, Zhao, Cong, Xu, Zongben

Subject Terms: Computer Science - Databases

Access URL: http://arxiv.org/abs/2204.00526

ACE: Towards Application-Centric Edge-Cloud Collaborative Intelligence

Authors: Wang, Luhui, Zhao, Cong, Yang, Shusen, Yang, Xinyu, McCann, Julie

Subject Terms: Computer Science - Distributed, Parallel, and Cluster Computing, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2203.13061

Towards Efficient and Stable K-Asynchronous Federated Learning with Unbounded Stale Gradients on Non-IID Data

Authors: Zhou, Zihao, Li, Yanan, Ren, Xuebin, Yang, Shusen

Subject Terms: Computer Science - Machine Learning, Computer Science - Distributed, Parallel, and Cluster Computing

Access URL: http://arxiv.org/abs/2203.01214