Anthony Man-Cho So

ORCID

Publication Activity (10 Years)

Years Active: 2005-2024
Publications (10 Years): 132

Top Venues

CoRR

ICASSP

IEEE Trans. Signal Process.

NeurIPS

Publications

He Chen, Jiajin Li, Anthony Man-Cho So
Spurious Stationarity and Hardness Results for Mirror Descent. CoRR (2024)
Jiang Hu, Ruicheng Ao, Anthony Man-Cho So, Minghan Yang, Zaiwen Wen
Riemannian Natural Gradient Methods. SIAM J. Sci. Comput. 46 (1) (2024)
Sijin Chen, Xiwei Cheng, Anthony Man-Cho So
Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method. AISTATS (2024)
Meng Xu, Bo Jiang, Wenqiang Pu, Ya-Feng Liu, Anthony Man-Cho So
An Efficient Alternating Riemannian/Projected Gradient Descent Ascent Algorithm for Fair Principal Component Analysis. ICASSP (2024)
He Chen, Haochen Xu, Rujun Jiang, Anthony Man-Cho So
Lower-level Duality Based Reformulation and Majorization Minimization Algorithm for Hyperparameter Optimization. AISTATS (2024)
Ya-Feng Liu, Tsung-Hui Chang, Mingyi Hong, Zheyu Wu, Anthony Man-Cho So, Eduard A. Jorswieck, Wei Yu
A Survey of Advances in Optimization Methods for Wireless Communication System Design. CoRR (2024)
Shixiang Chen, Shiqian Ma, Anthony Man-Cho So, Tong Zhang
Nonsmooth Optimization over the Stiefel Manifold and Beyond: Proximal Gradient Method and Recent Variants. SIAM Rev. 66 (2) (2024)
Jiaojiao Zhang, Jiang Hu, Anthony Man-Cho So, Mikael Johansson
Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data. CoRR (2024)
Xiao Peng Li, Zhanglei Shi, Lei Huang, Anthony Man-Cho So, Hing Cheung So
ROCS: Robust One-Bit Compressed Sensing With Application to Direction of Arrival. IEEE Trans. Signal Process. 72 (2024)
Yuen-Man Pun, Anthony Man-Cho So
Global strong convexity and characterization of critical points of time-of-arrival-based source localization. Comput. Geom. 119 (2024)
Jiajin Li, Jianheng Tang, Lemin Kong, Huikang Liu, Jia Li, Anthony Man-Cho So, Jose H. Blanchet
A Convergent Single-Loop Algorithm for Relaxation of Gromov-Wasserstein in Graph Data. CoRR (2023)
Jiajin Li, Jianheng Tang, Lemin Kong, Huikang Liu, Jia Li, Anthony Man-Cho So, Jose H. Blanchet
A Convergent Single-Loop Algorithm for Relaxation of Gromov-Wasserstein in Graph Data. ICLR (2023)
Zihao Fu, Haoran Yang, Anthony Man-Cho So, Wai Lam, Lidong Bing, Nigel Collier
On the Effectiveness of Parameter-Efficient Fine-Tuning. AAAI (2023)
Lai Tian, Anthony Man-Cho So
Testing Stationarity Concepts for ReLU Networks: Hardness, Regularity, and Robust Algorithms. CoRR (2023)
Zihao Fu, Anthony Man-Cho So, Nigel Collier
A Stability Analysis of Fine-Tuning a Pre-Trained Model. CoRR (2023)
Xiao Li, Lei Zhao, Daoli Zhu, Anthony Man-Cho So
Revisiting Subgradient Method: Complexity and Convergence Beyond Lipschitz Continuity. CoRR (2023)
Shangyuan Liu, Linglingzhi Zhu, Anthony Man-Cho So
LogSpecT: Feasible Graph Learning Model from Stationary Signals with Recovery Guarantees. NeurIPS (2023)
Jiaojiao Zhang, Huikang Liu, Anthony Man-Cho So, Qing Ling
Variance-Reduced Stochastic Quasi-Newton Methods for Decentralized Learning. IEEE Trans. Signal Process. 71 (2023)
Peng Wang, Huikang Liu, Anthony Man-Cho So
Linear Convergence of a Proximal Alternating Minimization Method with Extrapolation for \(\boldsymbol{\ell_1}\) -Norm Principal Component Analysis. SIAM J. Optim. 33 (2) (2023)
Shangyuan Liu, Linglingzhi Zhu, Anthony Man-Cho So
LogSpecT: Feasible Graph Learning Model from Stationary Signals with Recovery Guarantees. CoRR (2023)
Huikang Liu, Jiaojiao Zhang, Anthony Man-Cho So, Qing Ling
A Communication-Efficient Decentralized Newton's Method With Provably Faster Convergence. IEEE Trans. Signal Inf. Process. over Networks 9 (2023)
Jinxin Wang, Yuen-Man Pun, Xiaolu Wang, Peng Wang, Anthony Man-Cho So
Projected Tensor Power Method for Hypergraph Community Recovery. ICML (2023)
Lemin Kong, Jiajin Li, Anthony Man-Cho So
Outlier-Robust Gromov Wasserstein for Graph Data. CoRR (2023)
Huikang Liu, Xiao Li, Anthony Man-Cho So
ReSync: Riemannian Subgradient-based Robust Rotation Synchronization. NeurIPS (2023)
Taoli Zheng, Linglingzhi Zhu, Anthony Man-Cho So, Jose H. Blanchet, Jiajin Li
Universal Gradient Descent Ascent Method for Nonconvex-Nonconcave Minimax Optimization. NeurIPS (2023)
Huikang Liu, Xiao Li, Anthony Man-Cho So
ReSync: Riemannian Subgradient-based Robust Rotation Synchronization. CoRR (2023)
Mingwu Yao, Jiamu Liu, Jing Du, Dongqi Yan, Yanxi Zhang, Wei Liu, Anthony Man-Cho So
A unified flow scheduling method for time sensitive networks. Comput. Networks 233 (2023)
Lemin Kong, Jiajin Li, Jianheng Tang, Anthony Man-Cho So
Outlier-Robust Gromov-Wasserstein for Graph Data. NeurIPS (2023)
Jinxin Wang, Jiang Hu, Shixiang Chen, Zengde Deng, Anthony Man-Cho So
Decentralized Weakly Convex Optimization Over the Stiefel Manifold. CoRR (2023)
Xiaolu Wang, Chaorui Yao, Anthony Man-Cho So
A Linearly Convergent Optimization Framework for Learning Graphs From Smooth Signals. IEEE Trans. Signal Inf. Process. over Networks 9 (2023)
Zihao Fu, Wai Lam, Qian Yu, Anthony Man-Cho So, Shengding Hu, Zhiyuan Liu, Nigel Collier
Decoder-Only or Encoder-Decoder? Interpreting Language Model as a Regularized Encoder-Decoder. CoRR (2023)
Xiaolu Wang, Peng Wang, Anthony Man-Cho So
Exact Community Recovery over Signed Graphs. AISTATS (2022)
Peng Wang, Zirui Zhou, Anthony Man-Cho So
Non-convex exact community recovery in stochastic block model. Math. Program. 195 (1) (2022)
Yuen-Man Pun, Anthony Man-Cho So
Local Strong Convexity of Source Localization and Error Bound for Target Tracking under Time-of-Arrival Measurements. IEEE Trans. Signal Process. 70 (2022)
Taoli Zheng, Linglingzhi Zhu, Anthony Man-Cho So, Jose H. Blanchet, Jiajin Li
Doubly Smoothed GDA: Global Convergent Algorithm for Constrained Nonconvex-Nonconcave Minimax Optimization. CoRR (2022)
Xiaolu Wang, Yuen-Man Pun, Anthony Man-Cho So
Distributionally Robust Graph Learning From Smooth Signals Under Moment Uncertainty. IEEE Trans. Signal Process. 70 (2022)
Lai Tian, Anthony Man-Cho So
Computing D-Stationary Points of ρ-Margin Loss SVM. AISTATS (2022)
Ruiyuan Wu, Wing-Kin Ma, Yuening Li, Anthony Man-Cho So, Nicholas D. Sidiropoulos
Probabilistic Simplex Component Analysis. IEEE Trans. Signal Process. 70 (2022)
Jiajin Li, Linglingzhi Zhu, Anthony Man-Cho So
Nonsmooth Composite Nonconvex-Concave Minimax Optimization. CoRR (2022)
Kaiwen Zhou, Lai Tian, Anthony Man-Cho So, James Cheng
Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums. AISTATS (2022)
Jiaojiao Zhang, Huikang Liu, Anthony Man-Cho So, Qing Ling
Variance-Reduced Stochastic Quasi-Newton Methods for Decentralized Learning: Part I. CoRR (2022)
Lai Tian, Kaiwen Zhou, Anthony Man-Cho So
On the Finite-Time Complexity and Practical Computation of Approximate Stationarity Concepts of Lipschitz Functions. ICML (2022)
Zihao Fu, Haoran Yang, Anthony Man-Cho So, Wai Lam, Lidong Bing, Nigel Collier
On the Effectiveness of Parameter-Efficient Fine-Tuning. CoRR (2022)
Jiang Hu, Ruicheng Ao, Anthony Man-Cho So, Minghan Yang, Zaiwen Wen
Riemannian Natural Gradient Methods. CoRR (2022)
Xiaolu Wang, Peng Wang, Anthony Man-Cho So
Exact Community Recovery over Signed Graphs. CoRR (2022)
Chujun Huang, Mingjie Shao, Wing-Kin Ma, Anthony Man-Cho So
SISAL Revisited. SIAM J. Imaging Sci. 15 (2) (2022)
Peng Wang, Huikang Liu, Anthony Man-Cho So, Laura Balzano
Convergence and Recovery Guarantees of the K-Subspaces Method for Subspace Clustering. ICML (2022)
Wei Liu, Lin Zhu, Huiting Yang, Hongyan Li, Jiandong Li, Anthony Man-Cho So
Maximum Flow Routing Strategy With Dynamic Link Allocation for Space Information Networks Under Transceiver Constraints. IEEE Trans. Veh. Technol. 71 (9) (2022)
Jiajin Li, Jianheng Tang, Lemin Kong, Huikang Liu, Jia Li, Anthony Man-Cho So, Jose H. Blanchet
Fast and Provably Convergent Algorithms for Gromov-Wasserstein in Graph Learning. CoRR (2022)
Huikang Liu, Xiaolu Wang, Anthony Man-Cho So
Adaptive coordinate sampling for stochastic primal-dual optimization. Int. Trans. Oper. Res. 29 (1) (2022)
Peng Wang, Huikang Liu, Zirui Zhou, Anthony Man-Cho So
Optimal Non-Convex Exact Recovery in Stochastic Block Model via Projected Power Method. ICML (2021)
Jiaojiao Zhang, Qing Ling, Anthony Man-Cho So
A Newton Tracking Algorithm With Exact Linear Convergence for Decentralized Consensus Optimization. IEEE Trans. Signal Inf. Process. over Networks 7 (2021)
Xiao Li, Shixiang Chen, Zengde Deng, Qing Qu, Zhihui Zhu, Anthony Man-Cho So
Weakly Convex Optimization over Stiefel Manifold Using Riemannian Subgradient-Type Methods. SIAM J. Optim. 31 (3) (2021)
Xiaolu Wang, Yuen-Man Pun, Anthony Man-Cho So
Learning Graphs from Smooth Signals under Moment Uncertainty. CoRR (2021)
Yue Xu, Zengde Deng, Mengdi Wang, Wenjun Xu, Anthony Man-Cho So, Shuguang Cui
Voting-Based Multiagent Reinforcement Learning for Intelligent IoT. IEEE Internet Things J. 8 (4) (2021)
Jinxin Wang, Zengde Deng, Taoli Zheng, Anthony Man-Cho So
Sparse High-Order Portfolios Via Proximal Dca And Sca. ICASSP (2021)
Kaiwen Zhou, Lai Tian, Anthony Man-Cho So, James Cheng
Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums. CoRR (2021)
Shixiang Chen, Zengde Deng, Shiqian Ma, Anthony Man-Cho So
Manifold Proximal Point Algorithms for Dual Principal Component Pursuit and Orthogonal Dictionary Learning. IEEE Trans. Signal Process. 69 (2021)
Kaiwen Zhou, Anthony Man-Cho So, James Cheng
Accelerating Perturbed Stochastic Iterates in Asynchronous Lock-Free Optimization. CoRR (2021)
Sijin Chen, Xiwei Cheng, Anthony Man-Cho So
Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method. CoRR (2021)
Jiaojiao Zhang, Huikang Liu, Anthony Man-Cho So, Qing Ling
A Penalty Alternating Direction Method of Multipliers for Convex Composite Optimization Over Decentralized Networks. IEEE Trans. Signal Process. 69 (2021)
Zihao Fu, Wai Lam, Anthony Man-Cho So, Bei Shi
A Theoretical Analysis of the Repetition Problem in Text Generation. AAAI (2021)
Sissi Xiaoxiao Wu, Sherry Xueying Ni, Jiaying Li, Anthony Man-Cho So
Quartic Perturbation-based Outage-constrained Robust Design in Two-hop One-way Relay Networks. CoRR (2021)
Xiaolu Wang, Chaorui Yao, Haoyu Lei, Anthony Man-Cho So
An Efficient Alternating Direction Method for Graph Learning from Smooth Signals. ICASSP (2021)
Huikang Liu, Man-Chung Yue, Anthony Man-Cho So
A Unified Approach to Synchronization Problems over Subgroups of the Orthogonal Group. CoRR (2020)
Kaiwen Zhou, Anthony Man-Cho So, James Cheng
Boosting First-Order Methods by Shifting Objective: New Schemes with Faster Worst-Case Rates. NeurIPS (2020)
Shixiang Chen, Shiqian Ma, Anthony Man-Cho So, Tong Zhang
Proximal Gradient Method for Nonsmooth Optimization over the Stiefel Manifold. SIAM J. Optim. 30 (1) (2020)
Zihao Fu, Wai Lam, Anthony Man-Cho So, Bei Shi
A Theoretical Analysis of the Repetition Problem in Text Generation. CoRR (2020)
Shixiang Chen, Zengde Deng, Shiqian Ma, Anthony Man-Cho So
Manifold Proximal Point Algorithms for Dual Principal Component Pursuit and Orthogonal Dictionary Learning. CoRR (2020)
Xiao Li, Zhihui Zhu, Anthony Man-Cho So, René Vidal
Nonconvex Robust Low-Rank Matrix Recovery. SIAM J. Optim. 30 (1) (2020)
Jiaojiao Zhang, Qing Ling, Anthony Man-Cho So
A Newton Tracking Algorithm with Exact Linear Convergence Rate for Decentralized Consensus Optimization. CDC (2020)
Jiajin Li, Caihua Chen, Anthony Man-Cho So
Fast Epigraphical Projection-based Incremental Algorithms for Wasserstein Distributionally Robust Support Vector Machine. NeurIPS (2020)
Zengde Deng, Man-Chung Yue, Anthony Man-Cho So
An Efficient Augmented Lagrangian-Based Method for Linear Equality-Constrained Lasso. ICASSP (2020)
Peng Wang, Zirui Zhou, Anthony Man-Cho So
A Nearly-Linear Time Algorithm for Exact Community Recovery in Stochastic Block Model. ICML (2020)
Kaiwen Zhou, Anthony Man-Cho So, James Cheng
Boosting First-order Methods by Shifting Objective: New Schemes with Faster Worst Case Rates. CoRR (2020)
Zengde Deng, Anthony Man-Cho So
A Fast Proximal Point Algorithm for Generalized Graph Laplacian Learning. ICASSP (2020)
Sen Huang, Yuen-Man Pun, Anthony Man-Cho So, Kehu Yang
A Provably Convergent Projected Gradient-Type Algorithm for TDOA-Based Geolocation Under the Quasi-Parabolic Ionosphere Model. IEEE Signal Process. Lett. 27 (2020)
Jiajin Li, Anthony Man-Cho So, Wing-Kin Ma
Understanding Notions of Stationarity in Nonsmooth Optimization: A Guided Tour of Various Constructions of Subdifferential for Nonsmooth Functions. IEEE Signal Process. Mag. 37 (5) (2020)
Jiajin Li, Anthony Man-Cho So, Wing-Kin Ma
Understanding Notions of Stationarity in Non-Smooth Optimization. CoRR (2020)
Anthony Man-Cho So, Prateek Jain, Wing-Kin Ma, Gesualdo Scutari
Nonconvex Optimization for Signal Processing and Machine Learning [From the Guest Editors]. IEEE Signal Process. Mag. 37 (5) (2020)
Jiaojiao Zhang, Anthony Man-Cho So, Qing Ling
A Penalty Alternating Direction Method of Multipliers for Decentralized Composite Optimization. ICASSP (2020)
Yong-Hong Kuo, Nicholas B. Chan, Janny M. Y. Leung, Helen Meng, Anthony Man-Cho So, Kelvin Kam-fai Tsoi, Colin A. Graham
An Integrated Approach of Machine Learning and Systems Thinking for Waiting Time Prediction in an Emergency Department. Int. J. Medical Informatics 139 (2020)
Huikang Liu, Xiaolu Wang, Jiajin Li, Anthony Man-Cho So
Low-Cost Lipschitz-Independent Adaptive Importance Sampling of Stochastic Gradients. ICPR (2020)
Jiajin Li, Caihua Chen, Anthony Man-Cho So
Fast Epigraphical Projection-based Incremental Algorithms for Wasserstein Distributionally Robust Support Vector Machine. CoRR (2020)
Yuen-Man Pun, Anthony Man-Cho So
Dynamic Regret Bound for Moving Target Tracking Based on Online Time-of-Arrival Measurements. CDC (2020)
Huikang Liu, Peng Wang, Anthony Man-Cho So
Fast First-order Methods for the Massive Robust Multicast Beamforming Problem with Interference Temperature Constraints. ICASSP (2019)
Xiao Li, Shixiang Chen, Zengde Deng, Qing Qu, Zhihui Zhu, Anthony Man-Cho So
Nonsmooth Optimization over Stiefel Manifold: Riemannian Subgradient Methods. CoRR (2019)
Man-Chung Yue, Zirui Zhou, Anthony Man-Cho So
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. 174 (1-2) (2019)
Zengde Deng, Anthony Man-Cho So
An Efficient Augmented Lagrangian Based Method for Constrained Lasso. CoRR (2019)
Peng Wang, Huikang Liu, Anthony Man-Cho So
Globally Convergent Accelerated Proximal Alternating Maximization Method for L1-Principal Component Analysis. ICASSP (2019)
Yue Xu, Zengde Deng, Mengdi Wang, Wenjun Xu, Anthony Man-Cho So, Shuguang Cui
Voting-Based Multi-Agent Reinforcement Learning. CoRR (2019)
Jiajin Li, Sen Huang, Anthony Man-Cho So
A First-Order Algorithmic Framework for Wasserstein Distributionally Robust Logistic Regression. CoRR (2019)
Shixiang Chen, Zengde Deng, Shiqian Ma, Anthony Man-Cho So
Manifold Proximal Point Algorithms for Dual Principal Component Pursuit and Orthogonal Dictionary Learning. ACSSC (2019)
Huikang Liu, Anthony Man-Cho So, Weijie Wu
Quadratic optimization with orthogonality constraint: explicit Łojasiewicz exponent and linear convergence of retraction-based line-search and stochastic variance-reduced gradient methods. Math. Program. 178 (1-2) (2019)
Russell W. F. Lai, Kam-Fung Cheung, Sherman S. M. Chow, Anthony Man-Cho So
Another Look at Anonymous Communication. IEEE Trans. Dependable Secur. Comput. 16 (5) (2019)
Mingjie Shao, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So
A Framework for One-Bit and Constant-Envelope Precoding Over Multiuser Massive MISO Channels. IEEE Trans. Signal Process. 67 (20) (2019)
Xiao Li, Zhihui Zhu, Anthony Man-Cho So, Jason D. Lee
Incremental Methods for Weakly Convex Optimization. CoRR (2019)
Jiajin Li, Sen Huang, Anthony Man-Cho So
A First-Order Algorithmic Framework for Distributionally Robust Logistic Regression. NeurIPS (2019)
Man-Chung Yue, Zirui Zhou, Anthony Man-Cho So
On the Quadratic Convergence of the Cubic Regularization Method under a Local Error Bound Condition. SIAM J. Optim. 29 (1) (2019)
Rujun Jiang, Huikang Liu, Anthony Man-Cho So
LPA-SD: An Efficient First-Order Method for Single-Group Multicast Beamforming. SPAWC (2018)

Anthony Man-Cho So.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

Anthony Man-Cho So