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Viewing Publication 1 - 100 from 357

2025

Understanding adversarial robustness against on-manifold adversarial examplesJiancong Xiao, Liusha Yang, Yanbo Fan, Jue Wang 0001, Zhi-Quan Luo. PR, 159:111071, 2025. [doi]

2024

Intelligent Surfaces Empowered Wireless Network: Recent Advances and the Road to 6GQingqing Wu 0001, Beixiong Zheng, Changsheng You, Lipeng Zhu, Kaiming Shen, Xiaodan Shao, Weidong Mei, Boya Di, Hongliang Zhang 0001, Ertugrul Basar, Lingyang Song, Marco Di Renzo, Zhi-Quan Luo, Rui Zhang 0006. pieee, 112(7):724-763, July 2024. [doi]

Blind Beamforming for Coverage Enhancement With Intelligent Reflecting SurfaceFan Xu 0001, Jiawei Yao, Wenhai Lai, Kaiming Shen, Xin Li 0112, Xin Chen 0062, Zhi-Quan Luo. TWC, 23(11):15736-15752, November 2024. [doi]

An Efficient Benders Decomposition Approach for Optimal Large-Scale Network SlicingWei-Kun Chen, Zheyu Wu, Rui-Jin Zhang, Ya-Feng Liu, Yu-Hong Dai, Zhi-Quan Luo. tsp, 72:4935-4949, 2024. [doi]

ReMax: A Simple, Effective, and Efficient Reinforcement Learning Method for Aligning Large Language ModelsZiniu Li, Tian Xu, Yushun Zhang, Zhihang Lin, Yang Yu 0001, Ruoyu Sun 0001, Zhi-Quan Luo. icml 2024: [doi]

Q-Star Meets Scalable Posterior Sampling: Bridging Theory and Practice via HyperAgentYingru Li, Jiawei Xu, Lei Han 0001, Zhi-Quan Luo. icml 2024: [doi]

Prior-dependent analysis of posterior sampling reinforcement learning with function approximationYingru Li, Zhi-Quan Luo. aistats 2024: 559-567 [doi]

Downlink Channel Covariance Matrix Reconstruction for FDD Massive MIMO Systems With Limited FeedbackKai Li, Ying Li, Lei Cheng 0003, Qingjiang Shi, Zhi-Quan Luo. tsp, 72:1032-1048, 2024. [doi]

Enhancing Multi-Stream Beamforming Through CQIs for 5G NR FDD Massive MIMO Communications: A Tuning-Free SchemeKai Li, Ying Li, Lei Cheng 0003, Zhi-Quan Luo. TWC, 23(11):17508-17521, November 2024. [doi]

Bridging Distributional and Risk-sensitive Reinforcement Learning with Provable Regret BoundsHao Liang, Zhi-Quan Luo. jmlr, 25, 2024. [doi]

Radar Anti-Jamming Strategy Learning via Domain-Knowledge Enhanced Online Convex OptimizationLiangqi Liu, Wenqiang Pu, Yingru Li, Bo Jiu, Zhi-Quan Luo. ieeesam 2024: 1-5 [doi]

Assessing Air-Interface Dataset Similarity and Diversity for AI-Enabled Wireless CommunicationsHanning Tang, Liusha Yang, Rui Zhou, Jing Liang, Hong Wei, Xuan Wang, Qingjiang Shi, Zhi-Quan Luo. icc 2024: 1623-1628 [doi]

Provable Adaptivity of Adam under Non-uniform SmoothnessBohan Wang, Yushun Zhang, Huishuai Zhang, Qi Meng, Ruoyu Sun 0001, Zhi-Ming Ma, Tie-Yan Liu, Zhi-Quan Luo, Wei Chen 0034. kdd 2024: 2960-2969 [doi]

Uniformly Stable Algorithms for Adversarial Training and BeyondJiancong Xiao, Jiawei Zhang 0007, Zhi-Quan Luo, Asuman E. Ozdaglar. icml 2024: [doi]

Coordinating Multiple Intelligent Reflecting Surfaces Without Channel InformationFan Xu, Jiawei Yao, Wenhai Lai, Kaiming Shen, Xin Li, Xin Chen, Zhi-Quan Luo. tsp, 72:31-46, 2024. [doi]

A Physics-Based and Data-Driven Approach for Localized Statistical Channel ModelingShutao Zhang, Xinzhi Ning, Xi Zheng, Qingjiang Shi, Tsung-Hui Chang, Zhi-Quan Luo. TWC, 23(6):5409-5424, June 2024. [doi]

2023

Efficient-Adam: Communication-Efficient Distributed AdamCongliang Chen, Li Shen 0008, Wei Liu 0005, Zhi-Quan Luo. tsp, 71:3257-3266, 2023. [doi]

An Efficient Decomposition Algorithm for Large-Scale Network SlicingWei-Kun Chen, Ya-Feng Liu, Rui-Jin Zhang, Yu-Hong Dai, Zhi-Quan Luo. spawc 2023: 171-175 [doi]

Towards Efficient Large-Scale Network Slicing: An LP Dynamic Rounding-and-Refinement ApproachWeikun Chen, Ya-Feng Liu, Fan Liu 0005, Yu-Hong Dai, Zhi-Quan Luo. tsp, 71:615-630, 2023. [doi]

Robust Adaptive Beamforming via Worst-Case SINR Maximization With Nonconvex Uncertainty SetsYongwei Huang, Hao Fu, Sergiy A. Vorobyov, Zhi-Quan Luo. tsp, 71:218-232, 2023. [doi]

Imitation Learning from Imperfection: Theoretical Justifications and AlgorithmsZiniu Li, Tian Xu, Zeyu Qin, Yang Yu 0001, Zhi-Quan Luo. nips 2023: [doi]

An Exploration-Estimation Beamforming Scheme For 5GNR FDD Massive MIMO CommunicationsKai Li, Wenqiang Pu, Zhi-Quan Luo. spawc 2023: 146-150 [doi]

A Distribution Optimization Framework for Confidence Bounds of Risk MeasuresHao Liang, Zhi-Quan Luo. icml 2023: 20677-20705 [doi]

SRCON: A Data-Driven Network Performance Simulator for Real-World Wireless NetworksZhi-Quan Luo, Xi Zheng, David López-Pérez, Qi Yan, Xin Chen, Nanbin Wang, Qingjiang Shi, Tsung-Hui Chang, Adrian García-Rodríguez. cm, 61(6):96-102, June 2023. [doi]

Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural NetworksQingyan Meng, Mingqing Xiao 0002, Shen Yan, Yisen Wang 0001, Zhouchen Lin, Zhi-Quan Luo. iccv 2023: 6143-6153 [doi]

A penalized inequality-constrained approach for robust beamforming with DoF limitationWenqiang Pu, Jinjun Xiao, Tao Zhang 0024, Zhi-Quan Luo. sigpro, 202:108746, 2023. [doi]

Efficient Estimation of Sensor Biases for the 3-D Asynchronous Multi-Sensor SystemWenqiang Pu, Ya-Feng Liu, Zhi-Quan Luo. tsp, 71:2420-2433, 2023. [doi]

A Linear Time Algorithm for the Optimal Discrete IRS BeamformingShuyi Ren, Kaiming Shen, Xin Li, Xin Chen, Zhi-Quan Luo. wcl, 12(3):496-500, March 2023. [doi]

Configuring Intelligent Reflecting Surface With Performance Guarantees: Blind BeamformingShuyi Ren, Kaiming Shen, Yaowen Zhang, Xin Li, Xin Chen, Zhi-Quan Luo. TWC, 22(5):3355-3370, May 2023. [doi]

PAC-Bayesian Spectrally-Normalized Bounds for Adversarially Robust GeneralizationJiancong Xiao, Ruoyu Sun 0001, Zhi-Quan Luo. nips 2023: [doi]

Provably Efficient Adversarial Imitation Learning with Unknown TransitionsTian Xu, Ziniu Li, Yang Yu 0001, Zhi-Quan Luo. uai 2023: 2367-2378 [doi]

Blind Beamforming for Multiple-IRS Assisted Wireless TransmissionFan Xu, Jiawei Yao, Wenhai Lai, Kaiming Shen, Xin Li, Xin Chen, Zhi-Quan Luo. spawc 2023: 136-140 [doi]

Blind Beamforming for Multiple Intelligent Reflecting SurfacesJiawei Yao, Fan Xu, Wenhai Lai, Kaiming Shen, Xin Li, Xin Chen, Zhi-Quan Luo. icc 2023: 871-876 [doi]

Rethinking WMMSE: Can Its Complexity Scale Linearly With the Number of BS Antennas?Xiaotong Zhao, Siyuan Lu, Qingjiang Shi, Zhi-Quan Luo. tsp, 71:433-446, 2023. [doi]

2022

Trade-Off Between Efficiency and Complexity in Multi-Stage Embedding of Multicast VNF Service ChainsMina Asgarian, Ghasem Mirjalily, Zhi-Quan Luo. icl, 26(2):429-433, 2022. [doi]

Optimal Qos-Aware Network Slicing for Service-Oriented Networks with Flexible RoutingWei-Kun Chen, Ya-Feng Liu, Yu-Hong Dai, Zhi-Quan Luo. icassp 2022: 5288-5292 [doi]

Balanced resource allocation for VNF service chain provisioning in inter-datacenter elastic optical networksAtefeh Khatiri, Ghasem Mirjalily, Zhi-Quan Luo. cn, 203:108717, 2022. [doi]

HyperDQN: A Randomized Exploration Method for Deep Reinforcement LearningZiniu Li, Yingru Li, Yushun Zhang, Tong Zhang, Zhi-Quan Luo. iclr 2022: [doi]

Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike RepresentationQingyan Meng, Mingqing Xiao 0002, Shen Yan, Yisen Wang 0001, Zhouchen Lin, Zhi-Quan Luo. cvpr 2022: 12434-12443 [doi]

Training much deeper spiking neural networks with a small number of time-stepsQingyan Meng, Shen Yan, Mingqing Xiao 0002, Yisen Wang 0001, Zhouchen Lin, Zhi-Quan Luo. NN, 153:254-268, 2022. [doi]

Interference-Aware NFV-Enabled Multicast Service in Resource-Constrained Wireless Mesh NetworksGhasem Mirjalily, Mina Asgarian, Zhi-Quan Luo. tnsm, 19(1):424-436, 2022. [doi]

Resource Reservation in Backhaul and Radio Access Network With Uncertain User DemandsNavid Reyhanian, Hamid Farmanbar, Zhi-Quan Luo. tvt, 71(10):10878-10893, 2022. [doi]

Data-Driven Adaptive Network Slicing for Multi-Tenant NetworksNavid Reyhanian, Zhi-Quan Luo. jstsp, 16(1):113-128, 2022. [doi]

Stability Analysis and Generalization Bounds of Adversarial TrainingJiancong Xiao, Yanbo Fan, Ruoyu Sun 0001, Jue Wang 0001, Zhi-Quan Luo. nips 2022: [doi]

Fast Generic Interaction Detection for Model Interpretability and CompressionTianjian Zhang, Feng Yin, Zhi-Quan Luo. iclr 2022: [doi]

Adam Can Converge Without Any Modification On Update RulesYushun Zhang, Congliang Chen, Naichen Shi, Ruoyu Sun 0001, Zhi-Quan Luo. nips 2022: [doi]

ICASSP-SPGC 2022: Root Cause Analysis for Wireless Network Fault LocalizationTianjian Zhang, Qian Chen, Yi Jiang, Dandan Miao, Feng Yin, Tao Quan, Qingjiang Shi, Zhi-Quan Luo. icassp 2022: 9301-9305 [doi]

Decentralized Non-Convex Learning With Linearly Coupled Constraints: Algorithm Designs and Application to Vertical Learning ProblemJiawei Zhang, Songyang Ge, Tsung-Hui Chang, Zhi-Quan Luo. tsp, 70:3312-3327, 2022. [doi]

A Global Dual Error Bound and Its Application to the Analysis of Linearly Constrained Nonconvex OptimizationJiawei Zhang, Zhi-Quan Luo. siamjo, 32(3):2319-2346, September 2022. [doi]

Configuring Intelligent Reflecting Surface With Performance Guarantees: Optimal BeamformingYaowen Zhang, Kaiming Shen, Shuyi Ren, Xin Li, Xin Chen, Zhi-Quan Luo. jstsp, 16(5):967-979, 2022. [doi]

2021

Transfer Learning and Meta Learning-Based Fast Downlink Beamforming AdaptationYi Yuan 0001, Gan Zheng, Kai-Kit Wong, Björn E. Ottersten, Zhi-Quan Luo. TWC, 20(3):1742-1755, 2021. [doi]

Embedding Multicast Service Function Chains in NFV-Enabled NetworksMina Asgarian, Ghasem Mirjalily, Zhi-Quan Luo. icl, 25(4):1264-1268, 2021. [doi]

An Efficient Linear Programming Rounding-and-Refinement Algorithm for Large-Scale Network Slicing ProblemWeikun Chen, Ya-Feng Liu, Yu-Hong Dai, Zhi-Quan Luo. icassp 2021: 4735-4739 [doi]

Optimal Network Slicing for Service-Oriented Networks With Flexible Routing and Guaranteed E2E LatencyWeikun Chen, Ya-Feng Liu, Antonio De Domenico, Zhi-Quan Luo, Yu-Hong Dai. tnsm, 18(4):4337-4352, 2021. [doi]

Communication Efficient Primal-Dual Algorithm for Nonconvex Nonsmooth Distributed OptimizationCongliang Chen, Jiawei Zhang, Li Shen, Peilin Zhao, Zhi-Quan Luo. aistats 2021: 1594-1602 [doi]

Digital Twin-Aided Learning to Enable Robust Beamforming: Limited Feedback Meets Deep Generative ModelsYing Li, Kai Li, Lei Cheng 0003, Qingjiang Shi, Zhi-Quan Luo. spawc 2021: 26-30 [doi]

Pushing The Limit of Type I Codebook For Fdd Massive Mimo Beamforming: A Channel Covariance Reconstruction ApproachKai Li, Ying Li, Lei Cheng 0003, Qingjiang Shi, Zhi-Quan Luo. icassp 2021: 4785-4789 [doi]

Learning Enhanced Beamforming Vector From CQIs in 5G NR FDD Massive MIMO Systems: A Tuning-free ApproachKai Li, Ying Li, Lei Cheng 0003, Qingjiang Shi, Zhi-Quan Luo. spawc 2021: 21-25 [doi]

Data-Driven Optimized Slice Activation in Multi-Tenant 5G NetworksNavid Reyhanian, Zhi-Quan Luo. acssc 2021: 33-37 [doi]

Data-Driven Adaptive Network Resource Slicing for Multi-Tenant NetworksNavid Reyhanian, Hamid Farmanbar, Zhi-Quan Luo. icassp 2021: 4715-4719 [doi]

Event driven sensor fusionSiddharth Roheda, Hamid Krim, Zhi-Quan Luo, Tianfu Wu. sigpro, 188:108241, 2021. [doi]

Distributed Stochastic Consensus Optimization With Momentum for Nonconvex Nonsmooth ProblemsZhiguo Wang, Jiawei Zhang, Tsung-Hui Chang, Jian Li 0001, Zhi-Quan Luo. tsp, 69:4486-4501, 2021. [doi]

Optimal Discrete Beamforming for Intelligent Reflecting SurfaceYaowen Zhang, Shuyi Ren, Kaiming Shen, Zhi-Quan Luo. globecom 2021: 1-6 [doi]

When Expressivity Meets Trainability: Fewer than $n$ Neurons Can WorkJiawei Zhang, Yushun Zhang, Mingyi Hong, Ruoyu Sun 0001, Zhi-Quan Luo. nips 2021: 9167-9180 [doi]

Analysis of optimal thresholding algorithms for compressed sensingYun-Bin Zhao, Zhi-Quan Luo. sigpro, 187:108148, 2021. [doi]

2020

Inexact Block Coordinate Descent Algorithms for Nonsmooth Nonconvex OptimizationYang Yang 0033, Marius Pesavento, Zhi-Quan Luo, Björn E. Ottersten. tsp, 68:947-961, 2020. [doi]

Beam Pattern Synthesis for Conformal Array with Sidelobe and Polarization Control: A Penalized Inequality ApproachTianyu Cao, Wenqiang Pu, Pengyu Zhang, Zhi-Quan Luo. ieeesam 2020: 1-5 [doi]

Network Slicing for Service-Oriented Networks with Flexible Routing and Guaranteed E2E LatencyWeikun Chen, Ya-Feng Liu, Antonio De Domenico, Zhi-Quan Luo. spawc 2020: 1-5 [doi]

A Block Successive Upper-Bound Minimization Method of Multipliers for Linearly Constrained Convex OptimizationMingyi Hong, Tsung-Hui Chang, Xiangfeng Wang, Meisam Razaviyayn, Shiqian Ma, Zhi-Quan Luo. mor, 45(3):833-861, 2020. [doi]

Quadratic Matrix Inequality Approach to Robust Adaptive Beamforming for General-Rank Signal ModelYongwei Huang, Sergiy A. Vorobyov, Zhi-Quan Luo. tsp, 68:2244-2255, 2020. [doi]

Evaluation of Joint Auditory Attention Decoding and Adaptive Binaural Beamforming Approach for Hearing Devices with Attention SwitchingWenqiang Pu, Peng Zan, Jinjun Xiao, Tao Zhang 0024, Zhi-Quan Luo. icassp 2020: 8728-8732 [doi]

Resource Reservation in Backhaul and Radio Access Network with Uncertain User DemandsNavid Reyhanian, Hamid Farmanbar, Zhi-Quan Luo. spawc 2020: 1-5 [doi]

Resource Provisioning for Virtual Network Function Deployment with In-Subnetwork ProcessingNavid Reyhanian, Hamid Farmanbar, Soheil Mohajer, Zhi-Quan Luo. spawc 2020: 1-5 [doi]

Joint Resource Allocation and Routing for Service Function Chaining with In-Subnetwork ProcessingNavid Reyhanian, Hamid Farmanbar, Soheil Mohajer, Zhi-Quan Luo. icassp 2020: 4990-4994 [doi]

On the Efficiency of Random Permutation for ADMM and Coordinate DescentRuoyu Sun, Zhi-Quan Luo, Yinyu Ye. mor, 45(1):233-271, 2020. [doi]

A Proximal Dual Consensus Method for Linearly Coupled Multi-Agent Non-Convex OptimizationJiawei Zhang, Songyang Ge, Tsung-Hui Chang, Zhi-Quan Luo. icassp 2020: 5740-5744 [doi]

A Single-Loop Smoothed Gradient Descent-Ascent Algorithm for Nonconvex-Concave Min-Max ProblemsJiawei Zhang, Peijun Xiao, Ruoyu Sun 0001, Zhi-Quan Luo. nips 2020: [doi]

A Proximal Alternating Direction Method of Multiplier for Linearly Constrained Nonconvex MinimizationJiawei Zhang, Zhi-Quan Luo. siamjo, 30(3):2272-2302, 2020. [doi]

2019

Globally Optimal Joint Uplink Base Station Association and BeamformingWei Liu 0012, Ruoyu Sun, Zhi-Quan Luo. tcom, 67(9):6456-6467, 2019. [doi]

Block Successive Convex Approximation Algorithms for Nonsmooth Nonconvex OptimizationYang Yang 0033, Marius Pesavento, Zhi-Quan Luo, Björn E. Ottersten. acssc 2019: 660-664 [doi]

A New Quadratic Matrix Inequality Approach to Robust Adaptive Beamforming for General-rank Signal ModelYongwei Huang, Sergiy A. Vorobyov, Zhi-Quan Luo. icassp 2019: 4335-4339 [doi]

Worst-Case SINR Maximization Based Robust Adaptive Beamforming Problem with a Nonconvex Uncertainty SetYongwei Huang, Hao Fu, Sergiy A. Vorobyov, Zhi-Quan Luo. camsap 2019: 31-35 [doi]

Minimax Design of Constant Modulus MIMO Waveforms for Active SensingZhen Lin, Wenqiang Pu, Zhi-Quan Luo. spl, 26(10):1531-1535, 2019. [doi]

A Distributed Method for Optimal Capacity ReservationNicholas Moehle, Xinyue Shen, Zhi-Quan Luo, Stephen P. Boyd. jota, 182(3):1130-1149, 2019. [doi]

A Joint Auditory Attention Decoding and Adaptive Binaural Beamforming Algorithm for Hearing DevicesWenqiang Pu, Jinjun Xiao, Tao Zhang 0024, Zhi-Quan Luo. icassp 2019: 311-315 [doi]

A linearly convergent doubly stochastic Gauss-Seidel algorithm for solving linear equations and a certain class of over-parameterized optimization problemsMeisam Razaviyayn, Mingyi Hong, Navid Reyhanian, Zhi-Quan Luo. mp, 176(1-2):465-496, 2019. [doi]

Scalable Gaussian Process Using Inexact Admm for Big DataYue Xu, Feng Yin, Jiawei Zhang, Wenjun Xu, Shuguang Cui, Zhi-Quan Luo. icassp 2019: 7495-7499 [doi]

1-Minimization Methods in Sparse Data ReconstructionYun-Bin Zhao, Houyuan Jiang, Zhi-Quan Luo. mor, 44(1):173-195, 2019. [doi]

Direct Acceleration of SAGA using Sampled Negative MomentumKaiwen Zhou, Qinghua Ding, Fanhua Shang, James Cheng, Danli Li, Zhi-Quan Luo. aistats 2019: 1602-1610 [doi]

2018

A New Sequential Optimization Procedure and Its Applications to Resource Allocation for Wireless SystemsAugusto Aubry, Antonio De Maio, Alessio Zappone, Meisam Razaviyayn, Zhi-Quan Luo. tsp, 66(24):6518-6533, 2018. [doi]

Optimal Asynchronous Multi-Sensor Registration in 3 DimensionsShunan Jiang, Wenqiang Pu, Zhi-Quan Luo. globalsip 2018: 81-85 [doi]

A Distributed Semiasynchronous Algorithm for Network Traffic EngineeringWei-Cheng Liao, Mingyi Hong, Hamid Farmanbar, Zhi-Quan Luo. tsipn, 4(3):436-450, 2018. [doi]

Minimax Design Of Constant Modulus Mimo WaveformsZhen Lin, Wenqiang Pu, Zhi-Quan Luo. acssc 2018: 1889-1893 [doi]

Optimal estimation of sensor biases for asynchronous multi-sensor data fusionWenqiang Pu, Ya-Feng Liu, Junkun Yan, Hongwei Liu, Zhi-Quan Luo. mp, 170(1):357-386, 2018. [doi]

An Alternating Minimization Approach to Optimizing Subarray Configuration for a Large Phased ArrayWenqiang Pu, Yang Yu, Shuhua Yu, Zhi-Quan Luo. ieeesam 2018: 361-365 [doi]

Decision Level Fusion: An Event Driven ApproachSiddharth Roheda, Hamid Krim, Zhi-Quan Luo, Tianfu Wu. eusipco 2018: 2598-2602 [doi]

Bilinear Factor Matrix Norm Minimization for Robust PCA: Algorithms and ApplicationsFanhua Shang, James Cheng, Yuanyuan Liu, Zhi-Quan Luo, Zhouchen Lin. pami, 40(9):2066-2080, 2018. [doi]

Evaluation of the Penalized Inequality Constrained Minimum Variance Beamformer for Hearing AidsJinjun Xiao, Wenqiang Pu, Zhi-Quan Luo, Tao Zhang 0024. icassp 2018: 3344-3348 [doi]

Software Defined Resource Allocation for Service-Oriented NetworksNan Zhang, Ya-Feng Liu, Hamid Farmanbar, Tsung-Hui Chang, Mingyi Hong, Zhi-Quan Luo. icassp 2018: 3769-3773 [doi]

2017

Traffic engineering for backhaul networks with wireless link schedulingNan Zhang, Wei-Cheng Liao, Mingyi Hong, Hamid Farmanbar, Zhi-Quan Luo. icassp 2017: 3719-3723 [doi]

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