Anthony Man-Cho So

215 papers A* 26A 7B 4Misc 27Journal 126Unranked 20

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Dual Quaternion SE(3) Synchronization with Recovery Guarantees. CoRR Jianing Zhao, Linglingzhi Zhu, Anthony Man-Cho So
2025	J	`jnl`	Gaussian Blahut-Arimoto Algorithm for Capacity Region Calculation of Gaussian Vector Broadcast Channels. CoRR Tian Jiao, Yanlin Geng, Yonghui Chu, Anthony Man-Cho So, Zai Yang
2025	Misc	`conf`	Network Games Induced Prior for Graph Topology Learning. ICASSP Chenyue Zhang, Shangyuan Liu, Hoi-To Wai, Anthony Man-Cho So
2025	J	`jnl`	Nonsmooth nonconvex-nonconcave minimax optimization: Primal-dual balancing and iteration complexity analysis. Math. Program. Jiajin Li, Linglingzhi Zhu, Anthony Man-Cho So
2025	J	`jnl`	Online SFT for LLM Reasoning: Surprising Effectiveness of Self-Tuning without Rewards. CoRR Mengqi Li, Lei Zhao, Anthony Man-Cho So, Ruoyu Sun, Xiao Li
2025	—	`conf`	Probe-Free Low-Rank Activation Intervention. NAACL (Long Papers) Chonghe Jiang, Bao Nguyen, Anthony Man-Cho So, Viet Anh Nguyen
2025	J	`jnl`	Probe-Free Low-Rank Activation Intervention. CoRR Chonghe Jiang, Bao Nguyen, Anthony Man-Cho So, Viet Anh Nguyen
2025	Misc	`conf`	Single-Loop Variance-Reduced Stochastic Algorithm for Nonconvex-Concave Minimax Optimization. ICASSP Xia Jiang, Linglingzhi Zhu, Taoli Zheng, Anthony Man-Cho So
2025	A*	`conf`	Testing Approximate Stationarity Concepts for Piecewise Affine Functions. SODA Lai Tian, Anthony Man-Cho So
2024	J	`jnl`	A Survey of Advances in Optimization Methods for Wireless Communication System Design. CoRR Ya-Feng Liu, Tsung-Hui Chang, Mingyi Hong, Zheyu Wu, Anthony Man-Cho So, Eduard A. Jorswieck, Wei Yu
2024	J	`jnl`	A Survey of Recent Advances in Optimization Methods for Wireless Communications. IEEE J. Sel. Areas Commun. Ya-Feng Liu, Tsung-Hui Chang, Mingyi Hong, Zheyu Wu, Anthony Man-Cho So, Eduard A. Jorswieck, Wei Yu
2024	Misc	`conf`	An Efficient Alternating Riemannian/Projected Gradient Descent Ascent Algorithm for Fair Principal Component Analysis. ICASSP Meng Xu, Bo Jiang, Wenqiang Pu, Ya-Feng Liu, Anthony Man-Cho So
2024	—	`conf`	An Efficient Optimization Framework for Learning General Signed Graphs From Smooth Signals. SAM Shi-Yuk Fong, Anthony Man-Cho So
2024	—	`conf`	Decentralized Non-Smooth Optimization Over the Stiefel Manifold. SAM Jinxin Wang, Jiang Hu, Shixiang Chen, Zengde Deng, Anthony Man-Cho So
2024	J	`jnl`	Extreme Point Pursuit - Part I: A Framework for Constant Modulus Optimization. IEEE Trans. Signal Process. Junbin Liu, Ya Liu, Wing-Kin Ma, Mingjie Shao, Anthony Man-Cho So
2024	J	`jnl`	Extreme Point Pursuit - Part II: Further Error Bound Analysis and Applications. IEEE Trans. Signal Process. Junbin Liu, Ya Liu, Wing-Kin Ma, Mingjie Shao, Anthony Man-Cho So
2024	J	`jnl`	Global strong convexity and characterization of critical points of time-of-arrival-based source localization. Comput. Geom. Yuen-Man Pun, Anthony Man-Cho So
2024	J	`jnl`	Guest Editorial Advanced Optimization Theory and Algorithms for Next-Generation Wireless Communication Networks. IEEE J. Sel. Areas Commun. Ya-Feng Liu, Tsung-Hui Chang, Mingyi Hong, Anthony Man-Cho So, Eduard A. Jorswieck, Wei Yu
2024	A	`conf`	Lower-level Duality Based Reformulation and Majorization Minimization Algorithm for Hyperparameter Optimization. AISTATS He Chen, Haochen Xu, Rujun Jiang, Anthony Man-Cho So
2024	J	`jnl`	Network Games Induced Prior for Graph Topology Learning. CoRR Chenyue Zhang, Shangyuan Liu, Hoi-To Wai, Anthony Man-Cho So
2024	J	`jnl`	No dimension-free deterministic algorithm computes approximate stationarities of Lipschitzians. Math. Program. Lai Tian, Anthony Man-Cho So
2024	A	`conf`	Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method. AISTATS Sijin Chen, Xiwei Cheng, Anthony Man-Cho So
2024	A*	`conf`	Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data. NeurIPS Jiaojiao Zhang, Jiang Hu, Anthony Man-Cho So, Mikael Johansson
2024	J	`jnl`	Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data. CoRR Jiaojiao Zhang, Jiang Hu, Anthony Man-Cho So, Mikael Johansson
2024	J	`jnl`	Nonsmooth Optimization over the Stiefel Manifold and Beyond: Proximal Gradient Method and Recent Variants. SIAM Rev. Shixiang Chen, Shiqian Ma, Anthony Man-Cho So, Tong Zhang
2024	J	`jnl`	ROCS: Robust One-Bit Compressed Sensing With Application to Direction of Arrival. IEEE Trans. Signal Process. Xiao Peng Li, Zhanglei Shi, Lei Huang, Anthony Man-Cho So, Hing Cheung So
2024	J	`jnl`	Riemannian Natural Gradient Methods. SIAM J. Sci. Comput. Jiang Hu, Ruicheng Ao, Anthony Man-Cho So, Minghan Yang, Zaiwen Wen
2024	J	`jnl`	Shuffling Gradient Descent-Ascent with Variance Reduction for Nonconvex-Strongly Concave Smooth Minimax Problems. CoRR Xia Jiang, Linglingzhi Zhu, Anthony Man-Cho So, Shisheng Cui, Jian Sun
2024	J	`jnl`	Spurious Stationarity and Hardness Results for Mirror Descent. CoRR He Chen, Jiajin Li, Anthony Man-Cho So
2023	J	`jnl`	A Communication-Efficient Decentralized Newton's Method With Provably Faster Convergence. IEEE Trans. Signal Inf. Process. over Networks Huikang Liu, Jiaojiao Zhang, Anthony Man-Cho So, Qing Ling
2023	A*	`conf`	A Convergent Single-Loop Algorithm for Relaxation of Gromov-Wasserstein in Graph Data. ICLR Jiajin Li, Jianheng Tang, Lemin Kong, Huikang Liu, Jia Li, Anthony Man-Cho So, Jose H. Blanchet
2023	J	`jnl`	A Convergent Single-Loop Algorithm for Relaxation of Gromov-Wasserstein in Graph Data. CoRR Jiajin Li, Jianheng Tang, Lemin Kong, Huikang Liu, Jia Li, Anthony Man-Cho So, Jose H. Blanchet
2023	J	`jnl`	A Linearly Convergent Optimization Framework for Learning Graphs From Smooth Signals. IEEE Trans. Signal Inf. Process. over Networks Xiaolu Wang, Chaorui Yao, Anthony Man-Cho So
2023	J	`jnl`	A Stability Analysis of Fine-Tuning a Pre-Trained Model. CoRR Zihao Fu, Anthony Man-Cho So, Nigel Collier
2023	J	`jnl`	A unified flow scheduling method for time sensitive networks. Comput. Networks Mingwu Yao, Jiamu Liu, Jing Du, Dongqi Yan, Yanxi Zhang, Wei Liu, Anthony Man-Cho So
2023	J	`jnl`	Decentralized Weakly Convex Optimization Over the Stiefel Manifold. CoRR Jinxin Wang, Jiang Hu, Shixiang Chen, Zengde Deng, Anthony Man-Cho So
2023	J	`jnl`	Decoder-Only or Encoder-Decoder? Interpreting Language Model as a Regularized Encoder-Decoder. CoRR Zihao Fu, Wai Lam, Qian Yu, Anthony Man-Cho So, Shengding Hu, Zhiyuan Liu, Nigel Collier
2023	J	`jnl`	Linear Convergence of a Proximal Alternating Minimization Method with Extrapolation for $\boldsymbol{\ell_1}$ -Norm Principal Component Analysis. SIAM J. Optim. Peng Wang, Huikang Liu, Anthony Man-Cho So
2023	A*	`conf`	LogSpecT: Feasible Graph Learning Model from Stationary Signals with Recovery Guarantees. NeurIPS Shangyuan Liu, Linglingzhi Zhu, Anthony Man-Cho So
2023	J	`jnl`	LogSpecT: Feasible Graph Learning Model from Stationary Signals with Recovery Guarantees. CoRR Shangyuan Liu, Linglingzhi Zhu, Anthony Man-Cho So
2023	A*	`conf`	On the Effectiveness of Parameter-Efficient Fine-Tuning. AAAI Zihao Fu, Haoran Yang, Anthony Man-Cho So, Wai Lam, Lidong Bing, Nigel Collier
2023	J	`jnl`	Outlier-Robust Gromov Wasserstein for Graph Data. CoRR Lemin Kong, Jiajin Li, Anthony Man-Cho So
2023	A*	`conf`	Outlier-Robust Gromov-Wasserstein for Graph Data. NeurIPS Lemin Kong, Jiajin Li, Jianheng Tang, Anthony Man-Cho So
2023	A*	`conf`	Projected Tensor Power Method for Hypergraph Community Recovery. ICML Jinxin Wang, Yuen-Man Pun, Xiaolu Wang, Peng Wang, Anthony Man-Cho So
2023	A*	`conf`	ReSync: Riemannian Subgradient-based Robust Rotation Synchronization. NeurIPS Huikang Liu, Xiao Li, Anthony Man-Cho So
2023	J	`jnl`	ReSync: Riemannian Subgradient-based Robust Rotation Synchronization. CoRR Huikang Liu, Xiao Li, Anthony Man-Cho So
2023	J	`jnl`	Revisiting Subgradient Method: Complexity and Convergence Beyond Lipschitz Continuity. CoRR Xiao Li, Lei Zhao, Daoli Zhu, Anthony Man-Cho So
2023	J	`jnl`	Testing Stationarity Concepts for ReLU Networks: Hardness, Regularity, and Robust Algorithms. CoRR Lai Tian, Anthony Man-Cho So
2023	A*	`conf`	Universal Gradient Descent Ascent Method for Nonconvex-Nonconcave Minimax Optimization. NeurIPS Taoli Zheng, Linglingzhi Zhu, Anthony Man-Cho So, Jose H. Blanchet, Jiajin Li
2023	J	`jnl`	Variance-Reduced Stochastic Quasi-Newton Methods for Decentralized Learning. IEEE Trans. Signal Process. Jiaojiao Zhang, Huikang Liu, Anthony Man-Cho So, Qing Ling
2022	J	`jnl`	Adaptive coordinate sampling for stochastic primal-dual optimization. Int. Trans. Oper. Res. Huikang Liu, Xiaolu Wang, Anthony Man-Cho So
2022	A	`conf`	Computing D-Stationary Points of ρ-Margin Loss SVM. AISTATS Lai Tian, Anthony Man-Cho So
2022	A*	`conf`	Convergence and Recovery Guarantees of the K-Subspaces Method for Subspace Clustering. ICML Peng Wang, Huikang Liu, Anthony Man-Cho So, Laura Balzano
2022	J	`jnl`	Distributionally Robust Graph Learning From Smooth Signals Under Moment Uncertainty. IEEE Trans. Signal Process. Xiaolu Wang, Yuen-Man Pun, Anthony Man-Cho So
2022	A	`conf`	Exact Community Recovery over Signed Graphs. AISTATS Xiaolu Wang, Peng Wang, Anthony Man-Cho So
2022	J	`jnl`	Exact Community Recovery over Signed Graphs. CoRR Xiaolu Wang, Peng Wang, Anthony Man-Cho So
2022	J	`jnl`	Fast and Provably Convergent Algorithms for Gromov-Wasserstein in Graph Learning. CoRR Jiajin Li, Jianheng Tang, Lemin Kong, Huikang Liu, Jia Li, Anthony Man-Cho So, Jose H. Blanchet
2022	J	`jnl`	Local Strong Convexity of Source Localization and Error Bound for Target Tracking under Time-of-Arrival Measurements. IEEE Trans. Signal Process. Yuen-Man Pun, Anthony Man-Cho So
2022	J	`jnl`	Maximum Flow Routing Strategy With Dynamic Link Allocation for Space Information Networks Under Transceiver Constraints. IEEE Trans. Veh. Technol. Wei Liu, Lin Zhu, Huiting Yang, Hongyan Li, Jiandong Li, Anthony Man-Cho So
2022	J	`jnl`	Non-convex exact community recovery in stochastic block model. Math. Program. Peng Wang, Zirui Zhou, Anthony Man-Cho So
2022	J	`jnl`	Nonsmooth Composite Nonconvex-Concave Minimax Optimization. CoRR Jiajin Li, Linglingzhi Zhu, Anthony Man-Cho So
2022	J	`jnl`	On the Effectiveness of Parameter-Efficient Fine-Tuning. CoRR Zihao Fu, Haoran Yang, Anthony Man-Cho So, Wai Lam, Lidong Bing, Nigel Collier
2022	A*	`conf`	On the Finite-Time Complexity and Practical Computation of Approximate Stationarity Concepts of Lipschitz Functions. ICML Lai Tian, Kaiwen Zhou, Anthony Man-Cho So
2022	A	`conf`	Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums. AISTATS Kaiwen Zhou, Lai Tian, Anthony Man-Cho So, James Cheng
2022	J	`jnl`	Probabilistic Simplex Component Analysis. IEEE Trans. Signal Process. Ruiyuan Wu, Wing-Kin Ma, Yuening Li, Anthony Man-Cho So, Nicholas D. Sidiropoulos
2022	J	`jnl`	Riemannian Natural Gradient Methods. CoRR Jiang Hu, Ruicheng Ao, Anthony Man-Cho So, Minghan Yang, Zaiwen Wen
2022	J	`jnl`	SISAL Revisited. SIAM J. Imaging Sci. Chujun Huang, Mingjie Shao, Wing-Kin Ma, Anthony Man-Cho So
2022	J	`jnl`	Variance-Reduced Stochastic Quasi-Newton Methods for Decentralized Learning: Part I. CoRR Jiaojiao Zhang, Huikang Liu, Anthony Man-Cho So, Qing Ling
2021	J	`jnl`	A Newton Tracking Algorithm With Exact Linear Convergence for Decentralized Consensus Optimization. IEEE Trans. Signal Inf. Process. over Networks Jiaojiao Zhang, Qing Ling, Anthony Man-Cho So
2021	J	`jnl`	A Penalty Alternating Direction Method of Multipliers for Convex Composite Optimization Over Decentralized Networks. IEEE Trans. Signal Process. Jiaojiao Zhang, Huikang Liu, Anthony Man-Cho So, Qing Ling
2021	A*	`conf`	A Theoretical Analysis of the Repetition Problem in Text Generation. AAAI Zihao Fu, Wai Lam, Anthony Man-Cho So, Bei Shi
2021	J	`jnl`	Accelerating Perturbed Stochastic Iterates in Asynchronous Lock-Free Optimization. CoRR Kaiwen Zhou, Anthony Man-Cho So, James Cheng
2021	Misc	`conf`	An Efficient Alternating Direction Method for Graph Learning from Smooth Signals. ICASSP Xiaolu Wang, Chaorui Yao, Haoyu Lei, Anthony Man-Cho So
2021	J	`jnl`	Learning Graphs from Smooth Signals under Moment Uncertainty. CoRR Xiaolu Wang, Yuen-Man Pun, Anthony Man-Cho So
2021	J	`jnl`	Manifold Proximal Point Algorithms for Dual Principal Component Pursuit and Orthogonal Dictionary Learning. IEEE Trans. Signal Process. Shixiang Chen, Zengde Deng, Shiqian Ma, Anthony Man-Cho So
2021	J	`jnl`	Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method. CoRR Sijin Chen, Xiwei Cheng, Anthony Man-Cho So
2021	A*	`conf`	Optimal Non-Convex Exact Recovery in Stochastic Block Model via Projected Power Method. ICML Peng Wang, Huikang Liu, Zirui Zhou, Anthony Man-Cho So
2021	J	`jnl`	Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums. CoRR Kaiwen Zhou, Lai Tian, Anthony Man-Cho So, James Cheng
2021	J	`jnl`	Quartic Perturbation-based Outage-constrained Robust Design in Two-hop One-way Relay Networks. CoRR Sissi Xiaoxiao Wu, Sherry Xueying Ni, Jiaying Li, Anthony Man-Cho So
2021	Misc	`conf`	Sparse High-Order Portfolios Via Proximal Dca And Sca. ICASSP Jinxin Wang, Zengde Deng, Taoli Zheng, Anthony Man-Cho So
2021	J	`jnl`	Voting-Based Multiagent Reinforcement Learning for Intelligent IoT. IEEE Internet Things J. Yue Xu, Zengde Deng, Mengdi Wang, Wenjun Xu, Anthony Man-Cho So, Shuguang Cui
2021	J	`jnl`	Weakly Convex Optimization over Stiefel Manifold Using Riemannian Subgradient-Type Methods. SIAM J. Optim. Xiao Li, Shixiang Chen, Zengde Deng, Qing Qu, Zhihui Zhu, Anthony Man-Cho So
2020	Misc	`conf`	A Fast Proximal Point Algorithm for Generalized Graph Laplacian Learning. ICASSP Zengde Deng, Anthony Man-Cho So
2020	A*	`conf`	A Nearly-Linear Time Algorithm for Exact Community Recovery in Stochastic Block Model. ICML Peng Wang, Zirui Zhou, Anthony Man-Cho So
2020	—	`conf`	A Newton Tracking Algorithm with Exact Linear Convergence Rate for Decentralized Consensus Optimization. CDC Jiaojiao Zhang, Qing Ling, Anthony Man-Cho So
2020	Misc	`conf`	A Penalty Alternating Direction Method of Multipliers for Decentralized Composite Optimization. ICASSP Jiaojiao Zhang, Anthony Man-Cho So, Qing Ling
2020	J	`jnl`	A Provably Convergent Projected Gradient-Type Algorithm for TDOA-Based Geolocation Under the Quasi-Parabolic Ionosphere Model. IEEE Signal Process. Lett. Sen Huang, Yuen-Man Pun, Anthony Man-Cho So, Kehu Yang
2020	J	`jnl`	A Theoretical Analysis of the Repetition Problem in Text Generation. CoRR Zihao Fu, Wai Lam, Anthony Man-Cho So, Bei Shi
2020	J	`jnl`	A Unified Approach to Synchronization Problems over Subgroups of the Orthogonal Group. CoRR Huikang Liu, Man-Chung Yue, Anthony Man-Cho So
2020	Misc	`conf`	An Efficient Augmented Lagrangian-Based Method for Linear Equality-Constrained Lasso. ICASSP Zengde Deng, Man-Chung Yue, Anthony Man-Cho So
2020	J	`jnl`	An Integrated Approach of Machine Learning and Systems Thinking for Waiting Time Prediction in an Emergency Department. Int. J. Medical Informatics Yong-Hong Kuo, Nicholas B. Chan, Janny M. Y. Leung, Helen Meng, Anthony Man-Cho So, Kelvin Kam-fai Tsoi, Colin A. Graham
2020	A*	`conf`	Boosting First-Order Methods by Shifting Objective: New Schemes with Faster Worst-Case Rates. NeurIPS Kaiwen Zhou, Anthony Man-Cho So, James Cheng
2020	J	`jnl`	Boosting First-order Methods by Shifting Objective: New Schemes with Faster Worst Case Rates. CoRR Kaiwen Zhou, Anthony Man-Cho So, James Cheng
2020	—	`conf`	Dynamic Regret Bound for Moving Target Tracking Based on Online Time-of-Arrival Measurements. CDC Yuen-Man Pun, Anthony Man-Cho So
2020	A*	`conf`	Fast Epigraphical Projection-based Incremental Algorithms for Wasserstein Distributionally Robust Support Vector Machine. NeurIPS Jiajin Li, Caihua Chen, Anthony Man-Cho So
2020	J	`jnl`	Fast Epigraphical Projection-based Incremental Algorithms for Wasserstein Distributionally Robust Support Vector Machine. CoRR Jiajin Li, Caihua Chen, Anthony Man-Cho So
2020	B	`conf`	Low-Cost Lipschitz-Independent Adaptive Importance Sampling of Stochastic Gradients. ICPR Huikang Liu, Xiaolu Wang, Jiajin Li, Anthony Man-Cho So
2020	J	`jnl`	Manifold Proximal Point Algorithms for Dual Principal Component Pursuit and Orthogonal Dictionary Learning. CoRR Shixiang Chen, Zengde Deng, Shiqian Ma, Anthony Man-Cho So
2020	J	`jnl`	Nonconvex Optimization for Signal Processing and Machine Learning [From the Guest Editors]. IEEE Signal Process. Mag. Anthony Man-Cho So, Prateek Jain, Wing-Kin Ma, Gesualdo Scutari
2020	J	`jnl`	Nonconvex Robust Low-Rank Matrix Recovery. SIAM J. Optim. Xiao Li, Zhihui Zhu, Anthony Man-Cho So, René Vidal
2020	J	`jnl`	Proximal Gradient Method for Nonsmooth Optimization over the Stiefel Manifold. SIAM J. Optim. Shixiang Chen, Shiqian Ma, Anthony Man-Cho So, Tong Zhang
2020	J	`jnl`	Understanding Notions of Stationarity in Non-Smooth Optimization. CoRR Jiajin Li, Anthony Man-Cho So, Wing-Kin Ma
2020	J	`jnl`	Understanding Notions of Stationarity in Nonsmooth Optimization: A Guided Tour of Various Constructions of Subdifferential for Nonsmooth Functions. IEEE Signal Process. Mag. Jiajin Li, Anthony Man-Cho So, Wing-Kin Ma
2019	A*	`conf`	A First-Order Algorithmic Framework for Distributionally Robust Logistic Regression. NeurIPS Jiajin Li, Sen Huang, Anthony Man-Cho So
2019	J	`jnl`	A First-Order Algorithmic Framework for Wasserstein Distributionally Robust Logistic Regression. CoRR Jiajin Li, Sen Huang, Anthony Man-Cho So
2019	J	`jnl`	A Framework for One-Bit and Constant-Envelope Precoding Over Multiuser Massive MISO Channels. IEEE Trans. Signal Process. Mingjie Shao, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
2019	J	`jnl`	A family of inexact SQA methods for non-smooth convex minimization with provable convergence guarantees based on the Luo-Tseng error bound property. Math. Program. Man-Chung Yue, Zirui Zhou, Anthony Man-Cho So
2019	J	`jnl`	An Efficient Augmented Lagrangian Based Method for Constrained Lasso. CoRR Zengde Deng, Anthony Man-Cho So
2019	J	`jnl`	Another Look at Anonymous Communication. IEEE Trans. Dependable Secur. Comput. Russell W. F. Lai, Kam-Fung Cheung, Sherman S. M. Chow, Anthony Man-Cho So
2019	Misc	`conf`	Fast First-order Methods for the Massive Robust Multicast Beamforming Problem with Interference Temperature Constraints. ICASSP Huikang Liu, Peng Wang, Anthony Man-Cho So
2019	Misc	`conf`	Globally Convergent Accelerated Proximal Alternating Maximization Method for L1-Principal Component Analysis. ICASSP Peng Wang, Huikang Liu, Anthony Man-Cho So
2019	J	`jnl`	Incremental Methods for Weakly Convex Optimization. CoRR Xiao Li, Zhihui Zhu, Anthony Man-Cho So, Jason D. Lee
2019	Misc	`conf`	Manifold Proximal Point Algorithms for Dual Principal Component Pursuit and Orthogonal Dictionary Learning. ACSSC Shixiang Chen, Zengde Deng, Shiqian Ma, Anthony Man-Cho So
2019	J	`jnl`	Nonsmooth Optimization over Stiefel Manifold: Riemannian Subgradient Methods. CoRR Xiao Li, Shixiang Chen, Zengde Deng, Qing Qu, Zhihui Zhu, Anthony Man-Cho So
2019	J	`jnl`	On the Quadratic Convergence of the Cubic Regularization Method under a Local Error Bound Condition. SIAM J. Optim. Man-Chung Yue, Zirui Zhou, Anthony Man-Cho So
2019	J	`jnl`	Quadratic optimization with orthogonality constraint: explicit Łojasiewicz exponent and linear convergence of retraction-based line-search and stochastic variance-reduced gradient methods. Math. Program. Huikang Liu, Anthony Man-Cho So, Weijie Wu
2019	J	`jnl`	Voting-Based Multi-Agent Reinforcement Learning. CoRR Yue Xu, Zengde Deng, Mengdi Wang, Wenjun Xu, Anthony Man-Cho So, Shuguang Cui
2018	J	`jnl`	A Framework for One-Bit and Constant-Envelope Precoding over Multiuser Massive MISO Channels. CoRR Mingjie Shao, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
2018	Misc	`conf`	Geolocation of Unknown Emitters Using Tdoa of Path Rays Through the Ionosphere by Multiple Coordinated Distant Receivers. ICASSP Ting Wang, Xueli Hong, Wen Liu, Anthony Man-Cho So, Kehu Yang
2018	—	`conf`	LPA-SD: An Efficient First-Order Method for Single-Group Multicast Beamforming. SPAWC Rujun Jiang, Huikang Liu, Anthony Man-Cho So
2018	J	`jnl`	Minimum Symbol Error Rate-Based Constant Envelope Precoding for Multiuser Massive MISO Downlink. CoRR Mingjie Shao, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
2018	—	`conf`	Minimum Symbol Error Rate-Based Constant Envelope Precoding for Multiuser Massive Miso Downlink. SSP Mingjie Shao, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
2018	—	`conf`	Mixed-Integer Semidefinite Relaxation of Joint Admission Control and Beamforming: An SOC-Based Outer Approximation Approach with Provable Guarantees. SPAWC Sherry Xueying Ni, Anthony Man-Cho So
2018	J	`jnl`	Nonconvex Robust Low-rank Matrix Recovery. CoRR Xiao Li, Zhihui Zhu, Anthony Man-Cho So, René Vidal
2018	J	`jnl`	Online Nonlinear AUC Maximization for Imbalanced Data Sets. IEEE Trans. Neural Networks Learn. Syst. Junjie Hu, Haiqin Yang, Michael R. Lyu, Irwin King, Anthony Man-Cho So
2017	—	`conf`	A discrete first-order method for large-scale MIMO detection with provable guarantees. SPAWC Huikang Liu, Man-Chung Yue, Anthony Man-Cho So, Wing-Kin Ma
2017	J	`jnl`	A unified approach to error bounds for structured convex optimization problems. Math. Program. Zirui Zhou, Anthony Man-Cho So
2017	J	`jnl`	Distributionally Robust Collaborative Beamforming in D2D Relay Networks With Interference Constraints. IEEE Trans. Wirel. Commun. Shimin Gong, Sissi Xiaoxiao Wu, Anthony Man-Cho So, Xiaoxia Huang
2017	Misc	`conf`	LDPC code design for Gaussian multiple-access channels using dynamic EXIT chart analysis. ICASSP Naijun Zheng, Yuxuan He, Baoming Bai, Anthony Man-Cho So, Kehu Yang
2017	—	`conf`	Local strong convexity of maximum-likelihood TDOA-Based source localization and its algorithmic implications. CAMSAP Huikang Liu, Yuen-Man Pun, Anthony Man-Cho So
2017	J	`jnl`	Non-asymptotic convergence analysis of inexact gradient methods for machine learning without strong convexity. Optim. Methods Softw. Anthony Man-Cho So, Zirui Zhou
2017	J	`jnl`	On the Estimation Performance and Convergence Rate of the Generalized Power Method for Phase Synchronization. SIAM J. Optim. Huikang Liu, Man-Chung Yue, Anthony Man-Cho So
2017	Misc	`conf`	SDR approximation bounds for the robust multicast beamforming problem with interference temperature constraints. ICASSP Sissi Xiaoxiao Wu, Man-Chung Yue, Anthony Man-Cho So, Wing-Kin Ma
2017	J	`jnl`	Scalable and Flexible Multiview MAX-VAR Canonical Correlation Analysis. IEEE Trans. Signal Process. Xiao Fu, Kejun Huang, Mingyi Hong, Nicholas D. Sidiropoulos, Anthony Man-Cho So
2017	Misc	`conf`	Scalable and flexible Max-Var generalized canonical correlation analysis via alternating optimization. ICASSP Xiao Fu, Kejun Huang, Mingyi Hong, Nicholas D. Sidiropoulos, Anthony Man-Cho So
2017	J	`jnl`	Semidefinite Relaxation and Approximation Analysis of a Beamformed Alamouti Scheme for Relay Beamforming Networks. IEEE Trans. Signal Process. Sissi Xiaoxiao Wu, Anthony Man-Cho So, Jiaxian Pan, Wing-Kin Ma
2017	J	`jnl`	Unraveling the Rank-One Solution Mystery of Robust MISO Downlink Transmit Optimization: A Verifiable Sufficient Condition via a New Duality Result. IEEE Trans. Signal Process. Wing-Kin Ma, Jiaxian Pan, Anthony Man-Cho So, Tsung-Hui Chang
2016	J	`jnl`	A Robust Design for MISO Physical-Layer Multicasting Over Line-of-Sight Channels. IEEE Signal Process. Lett. Man-Chung Yue, Sissi Xiaoxiao Wu, Anthony Man-Cho So
2016	J	`jnl`	A Stochastic Beamformed Amplify-and-Forward Scheme in a Multigroup Multicast MIMO Relay Network With Per-Antenna Power Constraints. IEEE Trans. Wirel. Commun. Sissi Xiaoxiao Wu, Qiang Li, Anthony Man-Cho So, Wing-Kin Ma
2016	Misc	`conf`	A polynomial optimization approach for robust beamforming design in a device-to-device two-hop one-way relay network. ICASSP Sissi Xiaoxiao Wu, Xueying Ni, Anthony Man-Cho So
2016	Misc	`conf`	A semidefinite relaxation approach to the geolocation of two unknown co-channel emitters by a cluster of formation-flying satellites using both TDOA and FDOA measurements. ICASSP Kehu Yang, Lizhong Jiang, Anthony Man-Cho So
2016	—	`conf`	Another Look at Anonymous Communication - Security and Modular Constructions. Mycrypt Russell W. F. Lai, Henry K. F. Cheung, Sherman S. M. Chow, Anthony Man-Cho So
2016	A	`conf`	Distributionally Robust Relay Beamforming in Wireless Communications. MSWiM Shimin Gong, Sissi Xiaoxiao Wu, Anthony Man-Cho So, Xiaoxia Huang
2016	J	`jnl`	Low-Rank Semidefinite Programming: Theory and Applications. Found. Trends Optim. Alex Lemon, Anthony Man-Cho So, Yinyu Ye
2016	A*	`conf`	Quadratic Optimization with Orthogonality Constraints: Explicit Lojasiewicz Exponent and Linear Convergence of Line-Search Methods. ICML Huikang Liu, Weijie Wu, Anthony Man-Cho So
2016	J	`jnl`	Robust Convex Approximation Methods for TDOA-Based Localization Under NLOS Conditions. IEEE Trans. Signal Process. Gang Wang, Anthony Man-Cho So, Youming Li
2016	B	`conf`	Robust Relay Beamforming in Device-to-Device Networks with Energy Harvesting Constraints. GLOBECOM Shimin Gong, Yanyan Shen, Xiaoxia Huang, Sissi Xiaoxiao Wu, Anthony Man-Cho So
2016	J	`jnl`	Semidefinite Relaxation and Approximation Analysis of a Beamformed Alamouti Scheme for Relay Beamforming Networks. CoRR Sissi Xiaoxiao Wu, Anthony Man-Cho So, Jiaxian Pan, Wing-Kin Ma
2016	J	`jnl`	Some Proof Derivations and Further Simulation Results for "Semidefinite Relaxation and Approximation Analysis of a Beamformed Alamouti Scheme for Relay Beamforming Networks". CoRR Sissi Xiaoxiao Wu, Anthony Man-Cho So, Jiaxian Pan, Wing-Kin Ma
2016	J	`jnl`	Unraveling the Rank-One Solution Mystery of Robust MISO Downlink Transmit Optimization: A Verifiable Sufficient Condition via a New Duality Result. CoRR Wing-Kin Ma, Jiaxian Pan, Anthony Man-Cho So, Tsung-Hui Chang
2015	J	`jnl`	A Robust Design for MISO Physical-Layer Multicasting over Line-of-Sight Channels. CoRR Man-Chung Yue, Sissi Xiaoxiao Wu, Anthony Man-Cho So
2015	J	`jnl`	A Stochastic Beamformed Amplify-and-Forward Scheme in a Multigroup Multicast MIMO Relay Network with Per-Antenna Power Constraints. CoRR Sissi Xiaoxiao Wu, Qiang Li, Anthony Man-Cho So, Wing-Kin Ma
2015	J	`jnl`	A Unified Approach to Error Bounds for Structured Convex Optimization Problems. CoRR Zirui Zhou, Anthony Man-Cho So
2015	Misc	`conf`	A beamformed alamouti amplify-and-forward scheme in multigroup multicast cloud-relay networks. ICASSP Sissi Xiaoxiao Wu, Anthony Man-Cho So, Wing-Kin Ma
2015	A*	`conf`	Kernelized Online Imbalanced Learning with Fixed Budgets. AAAI Junjie Hu, Haiqin Yang, Irwin King, Michael R. Lyu, Anthony Man-Cho So
2015	J	`jnl`	Quadratic Optimization with Orthogonality Constraints: Explicit Lojasiewicz Exponent and Linear Convergence of Line-Search Methods. CoRR Huikang Liu, Weijie Wu, Anthony Man-Cho So
2015	J	`jnl`	Rank-Two Beamforming and Stochastic Beamforming for MISO Physical-Layer Multicasting with Finite-Alphabet Inputs. IEEE Signal Process. Lett. Sissi Xiaoxiao Wu, Qiang Li, Anthony Man-Cho So, Wing-Kin Ma
2015	—	`conf`	Stochastic amplify-and-forward schemes for multigroup multicast transmission in a distributed relay network. SPAWC Sissi Xiaoxiao Wu, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
2015	A*	`conf`	$\ell_{1, p}$-Norm Regularization: Error Bounds and Convergence Rate Analysis of First-Order Methods. ICML Zirui Zhou, Qi Zhang, Anthony Man-Cho So
2014	J	`jnl`	A Safe Approximation Approach to Secrecy Outage Design for MIMO Wiretap Channels. IEEE Signal Process. Lett. Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
2014	Misc	`conf`	Distributionally robust chance-constrained transmit beamforming for multiuser MISO downlink. ICASSP Qiang Li, Anthony Man-Cho So, Wing-Kin Ma
2014	J	`jnl`	Hardness and Approximation Results for Math. Oper. Res. Ke Hou, Anthony Man-Cho So
2014	A	`conf`	Latent Aspect Mining via Exploring Sparsity and Intrinsic Information. CIKM Yinqing Xu, Tianyi Lin, Wai Lam, Zirui Zhou, Hong Cheng, Anthony Man-Cho So
2014	J	`jnl`	Outage Constrained Robust Transmit Optimization for Multiuser MISO Downlinks: Tractable Approximations by Conic Optimization. IEEE Trans. Signal Process. Kun-Yu Wang, Anthony Man-Cho So, Tsung-Hui Chang, Wing-Kin Ma, Chong-Yung Chi
2014	Misc	`conf`	Robust artificial noise-aided transmit optimization for achieving secrecy and energy harvesting. ICASSP Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
2014	Misc	`conf`	Robust beamforming in two-way relay networks: Quartically perturbed chance constrained formulation and tractable approximation. ICASSP Shuai Ma, Anthony Man-Cho So, Kehu Yang
2014	Misc	`conf`	Robust transmit designs for an energy harvesting multicast system. ICASSP Sissi Xiaoxiao Wu, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
2013	J	`jnl`	Achievable Rate Derivations and Further Simulation Results for "Physical-Layer Multicasting by Stochastic Transmit Beamforming and Alamouti Space-Time Coding". CoRR Xiaoxiao Wu, Wing-Kin Ma, Anthony Man-Cho So
2013	A*	`conf`	Beyond convex relaxation: A polynomial-time non-convex optimization approach to network localization. INFOCOM Senshan Ji, Kam-Fung Sze, Zirui Zhou, Anthony Man-Cho So, Yinyu Ye
2013	J	`jnl`	Distributionally Robust Slow Adaptive OFDMA with Soft QoS via Linear Programming. IEEE J. Sel. Areas Commun. Anthony Man-Cho So, Ying Jun (Angela) Zhang
2013	Misc	`conf`	Multi-group multicast beamforming in cognitive radio networks via rank-two transmit beamformed Alamouti space-time coding. ICASSP Senshan Ji, Sissi Xiaoxiao Wu, Anthony Man-Cho So, Wing-Kin Ma
2013	J	`jnl`	Non-Asymptotic Convergence Analysis of Inexact Gradient Methods for Machine Learning Without Strong Convexity. CoRR Anthony Man-Cho So
2013	—	`conf`	On the Linear Convergence of the Proximal Gradient Method for Trace Norm Regularization. NIPS Ke Hou, Zirui Zhou, Anthony Man-Cho So, Zhi-Quan Luo
2013	J	`jnl`	Physical-Layer Multicasting by Stochastic Transmit Beamforming and Alamouti Space-Time Coding CoRR Xiaoxiao Wu, Wing-Kin Ma, Anthony Man-Cho So
2013	J	`jnl`	Physical-Layer Multicasting by Stochastic Transmit Beamforming and Alamouti Space-Time Coding. IEEE Trans. Signal Process. Sissi Xiaoxiao Wu, Wing-Kin Ma, Anthony Man-Cho So
2012	J	`jnl`	A Perturbation Inequality for the Schatten-$p$ Quasi-Norm and Its Applications to Low-Rank Matrix Recovery CoRR Man-Chung Yue, Anthony Man-Cho So
2012	—	`conf`	Learning with Partially Absorbing Random Walks. NIPS Xiao-Ming Wu, Zhenguo Li, Anthony Man-Cho So, John Wright, Shih-Fu Chang
2012	J	`jnl`	Linear Matrix Inequalities with Stochastically Dependent Perturbations and Applications to Chance-Constrained Semidefinite Optimization. SIAM J. Optim. Sin-Shuen Cheung, Anthony Man-Cho So, Kuncheng Wang
2012	Misc	`conf`	Rank-two transmit beamformed Alamouti space-time coding for physical-layer multicasting. ICASSP Xiaoxiao Wu, Anthony Man-Cho So, Wing-Kin Ma
2011	Misc	`conf`	Cheap semidefinite relaxation MIMO detection using row-by-row block coordinate descent. ICASSP Hoi-To Wai, Wing-Kin Ma, Anthony Man-Cho So
2011	J	`jnl`	Deterministic approximation algorithms for sphere constrained homogeneous polynomial optimization problems. Math. Program. Anthony Man-Cho So
2011	J	`jnl`	Moment inequalities for sums of random matrices and their applications in optimization. Math. Program. Anthony Man-Cho So
2011	J	`jnl`	Optimal Spectrum Sharing in MIMO Cognitive Radio Networks via Semidefinite Programming. IEEE J. Sel. Areas Commun. Ying Jun Zhang, Anthony Man-Cho So
2011	J	`jnl`	Outage Constrained Robust Transmit Optimization for Multiuser MISO Downlinks: Tractable Approximations by Conic Optimization CoRR Kun-Yu Wang, Anthony Man-Cho So, Tsung-Hui Chang, Wing-Kin Ma, Chong-Yung Chi
2011	Misc	`conf`	Probabilistic SINR constrained robust transmit beamforming: A Bernstein-type inequality based conservative approach. ICASSP Kun-Yu Wang, Tsung-Hui Chang, Wing-Kin Ma, Anthony Man-Cho So, Chong-Yung Chi
2011	—	`conf`	Safe convex approximation to outage-based MISO secrecy rate optimization under imperfect CSI and with artificial noise. ACSCC Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
2010	J	`jnl`	Optimal Spectrum Sharing in MIMO Cognitive Radio Networks via Semidefinite Programming CoRR Ying Jun Zhang, Anthony Man-Cho So
2010	A*	`conf`	Probabilistic Analysis of the Semidefinite Relaxation Detector in Digital Communications. SODA Anthony Man-Cho So
2010	—	`ch.`	Probabilistic analysis of SDR detectors for MIMO systems. Convex Optimization in Signal Processing and Communications Anthony Man-Cho So, Yinyu Ye
2010	J	`jnl`	Semidefinite Relaxation of Quadratic Optimization Problems. IEEE Signal Process. Mag. Zhi-Quan Luo, Wing-Kin Ma, Anthony Man-Cho So, Yinyu Ye, Shuzhong Zhang
2010	J	`jnl`	Slow Adaptive OFDMA Systems Through Chance Constrained Programming CoRR William Weiliang Li, Ying Jun Zhang, Anthony Man-Cho So, Moe Z. Win
2010	J	`jnl`	Slow adaptive OFDMA systems through chance constrained programming. IEEE Trans. Signal Process. William Weiliang Li, Ying Jun Zhang, Anthony Man-Cho So, Moe Z. Win
2010	J	`jnl`	Universal Rigidity and Edge Sparsification for Sensor Network Localization. SIAM J. Optim. Zhisu Zhu, Anthony Man-Cho So, Yinyu Ye
2010	A*	`conf`	Universal Rigidity: Towards Accurate and Efficient Localization of Wireless Networks. INFOCOM Zhisu Zhu, Anthony Man-Cho So, Yinyu Ye
2009	—	`conf`	Fast Graph Laplacian Regularized Kernel Learning via Semidefinite-Quadratic-Linear Programming. NIPS Xiao-Ming Wu, Anthony Man-Cho So, Zhenguo Li, Shuo-Yen Robert Li
2009	J	`jnl`	Fast and Near-Optimal Matrix Completion via Randomized Basis Pursuit CoRR Zhisu Zhu, Anthony Man-Cho So, Yinyu Ye
2009	—	`ch.`	Graph Realization via Semidefinite Programming. Encyclopedia of Optimization Anthony Man-Cho So, Yinyu Ye
2009	A*	`conf`	Improved approximation bound for quadratic optimization problems with orthogonality constraints. SODA Anthony Man-Cho So
2009	Misc	`conf`	On the performance of semidefinite relaxation MIMO detectors for QAM constellations. ICASSP Anthony Man-Cho So
2009	J	`jnl`	Stochastic Combinatorial Optimization with Controllable Risk Aversion Level. Math. Oper. Res. Anthony Man-Cho So, Jiawei Zhang, Yinyu Ye
2008	J	`jnl`	A Unified Theorem on SDP Rank Reduction. Math. Oper. Res. Anthony Man-Cho So, Yinyu Ye, Jiawei Zhang
2007	—	`—`	A semidefinite programming approach to the graph realization problem : theory, applications and extensions. Anthony Man-Cho So
2007	—	`ch.`	Greedy Algorithms for Metric Facility Location Problems. Handbook of Approximation Algorithms and Metaheuristics Jiawei Zhang, Yinyu Ye, Anthony Man-Cho So
2007	J	`jnl`	Mechanism design for stochastic optimization problems. SIGecom Exch. Samuel Ieong, Mukund Sundararajan, Anthony Man-Cho So
2007	—	`ch.`	On Analyzing Semidefinite Programming Relaxations of Complex Quadratic Optimization Problems. Handbook of Approximation Algorithms and Metaheuristics Jiawei Zhang, Yinyu Ye, Anthony Man-Cho So
2007	J	`jnl`	On approximating complex quadratic optimization problems via semidefinite programming relaxations. Math. Program. Anthony Man-Cho So, Jiawei Zhang, Yinyu Ye
2007	—	`conf`	Pari-Mutuel Markets: Mechanisms and Performance. WINE Mark Peters, Anthony Man-Cho So, Yinyu Ye
2007	—	`conf`	Stochastic Mechanism Design. WINE Samuel Ieong, Anthony Man-Cho So, Mukund Sundararajan
2007	J	`jnl`	Theory of semidefinite programming for Sensor Network Localization. Math. Program. Anthony Man-Cho So, Yinyu Ye
2006	A*	`conf`	A semidefinite programming approach to tensegrity theory and realizability of graphs. SODA Anthony Man-Cho So, Yinyu Ye
2006	—	`conf`	Stochastic Combinatorial Optimization with Controllable Risk Aversion Level. APPROX-RANDOM Anthony Man-Cho So, Jiawei Zhang, Yinyu Ye
2005	B	`conf`	On Approximating Complex Quadratic Optimization Problems via Semidefinite Programming Relaxations. IPCO Anthony Man-Cho So, Jiawei Zhang, Yinyu Ye
2005	—	`conf`	On Solving Coverage Problems in a Wireless Sensor Network Using Voronoi Diagrams. WINE Anthony Man-Cho So, Yinyu Ye
2005	B	`conf`	Supporting group communication among interacting agents in wireless sensor networks. WCNC Jaewon Shin, Anthony Man-Cho So, Leonidas J. Guibas
2005	A*	`conf`	Theory of semidefinite programming for sensor network localization. SODA Anthony Man-Cho So, Yinyu Ye