Qing Ling

IEEE Trans. Signal Inf. Process. over Networks, 2024

Single-Timescale Multi-Sequence Stochastic Approximation Without Fixed Point Smoothness: Theories and Applications.

[BibT_eX]

[DOI]

CoRR, 2024

Generalization Error Matters in Decentralized Learning Under Byzantine Attacks.

[BibT_eX]

[DOI]

Haoxiang Ye

CoRR, 2024

On the Tradeoff Between Privacy Preservation and Byzantine-Robustness in Decentralized Learning.

[BibT_eX]

[DOI]

Haoxiang Ye

Proceedings of the IEEE International Conference on Acoustics, 2024

On the Generalization Error of Byzantine-Resilient Decentralized Learning.

[BibT_eX]

[DOI]

Haoxiang Ye

Proceedings of the IEEE International Conference on Acoustics, 2024

D3: Dual-Domain Defenses for Byzantine-Resilient Decentralized Resource Allocation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2024

On the Convergence of Single-Timescale Multi-Sequence Stochastic Approximation Without Fixed Point Smoothness.

[BibT_eX]

[DOI]

Yue Huang

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

C-RSA: Byzantine-robust and communication-efficient distributed learning in the non-convex and non-IID regime.

[BibT_eX]

[DOI]

Xuechao He

Signal Process., December, 2023

Quantization Bits Allocation for Wireless Federated Learning.

[BibT_eX]

[DOI]

IEEE Trans. Wirel. Commun., November, 2023

Spectral Adversarial Training for Robust Graph Neural Network.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., September, 2023

Variance-Reduced Stochastic Quasi-Newton Methods for Decentralized Learning.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2023

Lazy Queries Can Reduce Variance in Zeroth-Order Optimization.

[BibT_eX]

[DOI]

Quan Xiao

IEEE Trans. Signal Process., 2023

Byzantine-Resilient Decentralized Stochastic Optimization With Robust Aggregation Rules.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2023

Confederated Learning: Federated Learning With Decentralized Edge Servers.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2023

Byzantine-Robust Distributed Learning With Compression.

[BibT_eX]

[DOI]

IEEE Trans. Signal Inf. Process. over Networks, 2023

A Communication-Efficient Decentralized Newton's Method With Provably Faster Convergence.

[BibT_eX]

[DOI]

IEEE Trans. Signal Inf. Process. over Networks, 2023

Byzantine-Robust Decentralized Stochastic Optimization with Stochastic Gradient Noise-Independent Learning Error.

[BibT_eX]

[DOI]

CoRR, 2023

Byzantine-Robust Distributed Online Learning: Taming Adversarial Participants in An Adversarial Environment.

[BibT_eX]

[DOI]

CoRR, 2023

Distributed Online Learning With Adversarial Participants In An Adversarial Environment.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

Byzantine-Resilient Resource Allocation Over Decentralized Networks.

[BibT_eX]

[DOI]

Yaohua Liu

IEEE Trans. Signal Process., 2022

DQC-ADMM: Decentralized Dynamic ADMM With Quantized and Censored Communications.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2022

Communication-Censored Distributed Stochastic Gradient Descent.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2022

Resource Price-Aware Offloading for Edge-Cloud Collaboration: A Two-Timescale Online Control Approach.

[BibT_eX]

[DOI]

IEEE Trans. Cloud Comput., 2022

Stochastic alternating direction method of multipliers for Byzantine-robust distributed learning.

[BibT_eX]

[DOI]

Feng Lin

Signal Process., 2022

Byzantine-robust variance-reduced federated learning over distributed non-i.i.d. data.

[BibT_eX]

[DOI]

Inf. Sci., 2022

Variance-Reduced Stochastic Quasi-Newton Methods for Decentralized Learning: Part I.

[BibT_eX]

[DOI]

CoRR, 2022

Bridging Differential Privacy and Byzantine-Robustness via Model Aggregation.

[BibT_eX]

[DOI]

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

Byzantine-Robust Aggregation with Gradient Difference Compression and Stochastic Variance Reduction for Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2022

A Byzantine-Resilient Dual Subgradient Method for Vertical Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2022

Byzantine-Resilient Decentralized Resource Allocation.

[BibT_eX]

[DOI]

Yaohua Liu

Proceedings of the IEEE International Conference on Acoustics, 2022

Variance Reduction-Boosted Byzantine Robustness in Decentralized Stochastic Optimization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2022

Byzantine-Robust and Communication-Efficient Distributed Non-Convex Learning Over Non-IID Data.

[BibT_eX]

[DOI]

Xuechao He

Proceedings of the IEEE International Conference on Acoustics, 2022

2021

A Penalty Alternating Direction Method of Multipliers for Convex Composite Optimization Over Decentralized Networks.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2021

Byzantine-Resilient Decentralized Policy Evaluation With Linear Function Approximation.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2021

A Newton Tracking Algorithm With Exact Linear Convergence for Decentralized Consensus Optimization.

[BibT_eX]

[DOI]

Jiaojiao Zhang

Anthony Man-Cho So

IEEE Trans. Signal Inf. Process. over Networks, 2021

Deep Adversarial Data Augmentation for Extremely Low Data Regimes.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2021

Byzantine-robust decentralized stochastic optimization over static and time-varying networks.

[BibT_eX]

[DOI]

Signal Process., 2021

BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify Communication-Efficient Federated Learning.

[BibT_eX]

[DOI]

CoRR, 2021

Byzantine-Resilient Decentralized TD Learning with Linear Function Approximation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2021

2020

Can Primal Methods Outperform Primal-Dual Methods in Decentralized Dynamic Optimization?

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

Federated Variance-Reduced Stochastic Gradient Descent With Robustness to Byzantine Attacks.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

Communication-Censored Linearized ADMM for Decentralized Consensus Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Inf. Process. over Networks, 2020

Quantum State Filter With Disturbance and Noise.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2020

HierTrain: Fast Hierarchical Edge AI Learning With Hybrid Parallelism in Mobile-Edge-Cloud Computing.

[BibT_eX]

[DOI]

IEEE Open J. Commun. Soc., 2020

Byzantine-Robust Variance-Reduced Federated Learning over Distributed Non-i.i.d. Data.

[BibT_eX]

[DOI]

CoRR, 2020

Isotropic Reconstruction of 3D EM Images with Unsupervised Degradation Learning.

[BibT_eX]

[DOI]

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2020, 2020

A Penalty Alternating Direction Method of Multipliers for Decentralized Composite Optimization.

[BibT_eX]

[DOI]

Jiaojiao Zhang

Anthony Man-Cho So

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Resilient to Byzantine Attacks Finite-Sum Optimization Over Networks.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Stochastic Admm For Byzantine-Robust Distributed Learning.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

A Newton Tracking Algorithm with Exact Linear Convergence Rate for Decentralized Consensus Optimization.

[BibT_eX]

[DOI]

Jiaojiao Zhang

Anthony Man-Cho So

Proceedings of the 59th IEEE Conference on Decision and Control, 2020

2019

Communication-Censored ADMM for Decentralized Consensus Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

An Efficient and Fast Quantum State Estimator With Sparse Disturbance.

[BibT_eX]

[DOI]

IEEE Trans. Cybern., 2019

Distributed stochastic gradient descent for link prediction in signed social networks.

[BibT_eX]

[DOI]

Han Zhang

EURASIP J. Adv. Signal Process., 2019

Communication-Censored Distributed Stochastic Gradient Descent.

[BibT_eX]

[DOI]

CoRR, 2019

DADA: Deep Adversarial Data Augmentation for Extremely Low Data Regime Classification.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Byzantine-resilient Distributed Large-scale Matrix Completion.

[BibT_eX]

[DOI]

Feng Lin

Zhiwei Xiong

Proceedings of the IEEE International Conference on Acoustics, 2019

COLA: Communication-censored Linearized ADMM for Decentralized Consensus Optimization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Byzantine-Robust Stochastic Gradient Descent for Distributed Low-Rank Matrix Completion.

[BibT_eX]

[DOI]

Xuechao He

Proceedings of the IEEE Data Science Workshop, 2019

Decentralized Dynamic ADMM with Quantized and Censored Communications.

[BibT_eX]

[DOI]

Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

On the Comparison between Primal and Primal-dual Methods in Decentralized Dynamic Optimization.

[BibT_eX]

[DOI]

Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets.

[BibT_eX]

[DOI]

Liping Li

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Decentralized RLS With Data-Adaptive Censoring for Regressions Over Large-Scale Networks.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

Decentralized Consensus Optimization With Asynchrony and Delays.

[BibT_eX]

[DOI]

IEEE Trans. Signal Inf. Process. over Networks, 2018

Evacuate Before Too Late: Distributed Backup in Inter-DC Networks with Progressive Disasters.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2018

Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation.

[BibT_eX]

[DOI]

IEEE Trans. Control. Netw. Syst., 2018

Robust decentralized dynamic optimization at presence of malfunctioning agents.

[BibT_eX]

[DOI]

Zhengqing Li

Signal Process., 2018

Heterogeneous Online Learning for "Thing-Adaptive" Fog Computing in IoT.

[BibT_eX]

[DOI]

Yanning Shen

IEEE Internet Things J., 2018

Distributed constrained optimisation over cloud-based multi-agent networks.

[BibT_eX]

[DOI]

Int. J. Sens. Networks, 2018

Tensor-Based Light Field Denoising by Integrating Super-Resolution.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Robust Decentralized Dynamic Optimization.

[BibT_eX]

[DOI]

Zhengqing Li

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

COCA: Communication-Censored ADMM for Decentralized Consensus Optimization.

[BibT_eX]

[DOI]

Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018

2017

Network Newton Distributed Optimization Methods.

[BibT_eX]

[DOI]

Aryan Mokhtari

IEEE Trans. Signal Process., 2017

An Online Convex Optimization Approach to Proactive Network Resource Allocation.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2017

Video restoration based on a novel second order nonlocal total variation model.

[BibT_eX]

[DOI]

Signal Process., 2017

Biomedical informatics with optimization and machine learning.

[BibT_eX]

[DOI]

EURASIP J. Bioinform. Syst. Biol., 2017

An Online Convex Optimization Approach to Dynamic Network Resource Allocation.

[BibT_eX]

[DOI]

CoRR, 2017

Learn-and-adapt network resource allocation.

[BibT_eX]

[DOI]

Proceedings of the 18th IEEE International Workshop on Signal Processing Advances in Wireless Communications, 2017

ADMM-based distributed algorithm for emergency backup in time-variant inter-DC networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2017

Distributed recursive least-squares with data-adaptive censoring.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Decentralized bundle method for nonsmooth consensus optimization.

[BibT_eX]

[DOI]

Zifeng Wang

Wotao Yin

Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017

Online convex optimization for dynamic network resource allocation.

[BibT_eX]

[DOI]

Proceedings of the 25th European Signal Processing Conference, 2017

Asynchronous periodic event-triggered coordination of multi-agent systems.

[BibT_eX]

[DOI]

Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

Online learning for "thing-adaptive" Fog Computing in IoT.

[BibT_eX]

[DOI]

Yanning Shen

Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

2016

DQM: Decentralized Quadratically Approximated Alternating Direction Method of Multipliers.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

Weighted ADMM for Fast Decentralized Network Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

A Decentralized Second-Order Method with Exact Linear Convergence Rate for Consensus Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Inf. Process. over Networks, 2016

On the Convergence of Decentralized Gradient Descent.

[BibT_eX]

[DOI]

Wotao Yin

SIAM J. Optim., 2016

Maximizing Utility of Time-Constrained Emergency Backup in Inter-Datacenter Networks.

[BibT_eX]

[DOI]

Ping Lu

Zuqing Zhu

IEEE Commun. Lett., 2016

$\mathbf{D^3}$: Deep Dual-Domain Based Fast Restoration of JPEG-Compressed Images.

[BibT_eX]

[DOI]

CoRR, 2016

Distributed Constrained Optimization Over Cloud-Based Multi-agent Networks.

[BibT_eX]

[DOI]

Proceedings of the Wireless Algorithms, Systems, and Applications, 2016

Learning A Deep ℓ∞ Encoder for Hashing.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Communication-efficient weighted ADMM for decentralized network optimization.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Decentralized constrained consensus optimization with primal dual splitting projection.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016

Distributed network resource allocation with integer constraints.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016

D3: Deep Dual-Domain Based Fast Restoration of JPEG-Compressed Images.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

A decentralized Second-Order Method for Dynamic Optimization.

[BibT_eX]

[DOI]

Proceedings of the 55th IEEE Conference on Decision and Control, 2016

Learning Deep ℓ0 Encoders.

[BibT_eX]

[DOI]

Zhangyang Wang

Thomas S. Huang

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015

A Proximal Gradient Algorithm for Decentralized Composite Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2015

DLM: Decentralized Linearized Alternating Direction Method of Multipliers.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2015

Communication-Efficient Decentralized Event Monitoring in Wireless Sensor Networks.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2015

EXTRA: An Exact First-Order Algorithm for Decentralized Consensus Optimization.

[BibT_eX]

[DOI]

SIAM J. Optim., 2015

A decentralised linear programming approach to energy-efficient event detection.

[BibT_eX]

[DOI]

Int. J. Sens. Networks, 2015

Decentralized learning for wireless communications and networking.

[BibT_eX]

[DOI]

CoRR, 2015

A proximal gradient algorithm for decentralized nondifferentiable optimization.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

An approximate Newton method for distributed optimization.

[BibT_eX]

[DOI]

Aryan Mokhtari

Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

Decentralized quadratically approximated alternating direction method of multipliers.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE Global Conference on Signal and Information Processing, 2015

2014

On the Linear Convergence of the ADMM in Decentralized Consensus Optimization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2014

Decentralized Dynamic Optimization Through the Alternating Direction Method of Multipliers.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2014

Decentralized linearized alternating direction method of multipliers.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Network Newton.

[BibT_eX]

[DOI]

Aryan Mokhtari

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

2013

Decentralized Jointly Sparse Optimization by Reweighted lq Minimization.

[BibT_eX]

[DOI]

Zaiwen Wen

Wotao Yin

IEEE Trans. Signal Process., 2013

Robust Temporal-Spatial Decomposition and Its Applications in Video Processing.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2013

Detection of Blotch and Scratch in Video Based on Video Decomposition.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2013

Linearly convergent decentralized consensus optimization with the alternating direction method of multipliers.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

High-dimensional sparse covariance estimation for random signals.

[BibT_eX]

[DOI]

Ahmed O. Nasif

Proceedings of the IEEE International Conference on Acoustics, 2013

A linearized bregman algorithm for decentralized basis pursuit.

[BibT_eX]

[DOI]

Proceedings of the 21st European Signal Processing Conference, 2013

2012

Distributed Sensor Allocation for Multi-Target Tracking in Wireless Sensor Networks.

[BibT_eX]

[DOI]

Yinfei Fu

IEEE Trans. Aerosp. Electron. Syst., 2012

A multi-block alternating direction method with parallel splitting for decentralized consensus optimization.

[BibT_eX]

[DOI]

EURASIP J. Wirel. Commun. Netw., 2012

Sparse FIR estimation of low-order systems.

[BibT_eX]

[DOI]

Proceedings of the IEEE Statistical Signal Processing Workshop, 2012

Mixed Gaussian-impulse video noise removal via temporal-spatial decomposition.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Symposium on Circuits and Systems, 2012

Video error concealment via total variation regularized matrix completion.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Video frame interpolation using 3-D total variation regularized completion.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Decentralized low-rank matrix completion.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011

Localized sensor management for multi-target tracking in wireless sensor networks.

[BibT_eX]

[DOI]

Yinfei Fu

Inf. Fusion, 2011

Integrating preference based weighted sum into evolutionary multi-objective optimization.

[BibT_eX]

[DOI]

Proceedings of the Seventh International Conference on Natural Computation, 2011

Decentralized support detection of multiple measurement vectors with joint sparsity.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2011

2010

Decentralized sparse signal recovery for compressive sleeping wireless sensor networks.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2010

Energy-efficient decentralized event detection in large-scale wireless sensor networks.

[BibT_eX]

[DOI]

Fanzi Zeng

Proceedings of the IEEE International Conference on Acoustics, 2010

Denoising and error correction in wireless sensor networks.

[BibT_eX]

[DOI]

Proceedings of the 13th Conference on Information Fusion, 2010

2009

Distributed decision-making in wireless sensor networks for online structural health monitoring.

[BibT_eX]

[DOI]

Yue Li

J. Commun. Networks, 2009

A decentralized Gauss-Seidel approach for in-network sparse signal recovery.

[BibT_eX]

[DOI]

Proceedings of the 12th International Conference on Information Fusion, 2009

2008

Crowding clustering genetic algorithm for multimodal function optimization.

[BibT_eX]

[DOI]

Appl. Soft Comput., 2008

2007

Deterministic Robust Optimal Design Based on Standard Crowding Genetic Algorithm.

[BibT_eX]

[DOI]

Qiuping Wang

Proceedings of the Evolutionary Computation in Dynamic and Uncertain Environments, 2007

Piecewise Patching for Time-shifted TV Over HFC Networks.

[BibT_eX]

[DOI]

IEEE Trans. Consumer Electron., 2007

Minimum Node Degree and k-Connectivity of a Wireless Multihop Network in Bounded Area.

[BibT_eX]

[DOI]

Proceedings of the Global Communications Conference, 2007

2005

Restricted evolution based multimodal function optimization in holographic grating design.

[BibT_eX]

[DOI]