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2020 – today
- 2025
[c81]Lai Tian, Anthony Man-Cho So:
Testing Approximate Stationarity Concepts for Piecewise Affine Functions. SODA 2025: 2213-2224- [i56]Chonghe Jiang, Bao Nguyen, Anthony Man-Cho So, Viet Anh Nguyen:
Probe-Free Low-Rank Activation Intervention. CoRR abs/2502.04043 (2025) - [i55]Tian Jiao, Yanlin Geng, Yonghui Chu, Anthony Man-Cho So, Zai Yang:
Gaussian Blahut-Arimoto Algorithm for Capacity Region Calculation of Gaussian Vector Broadcast Channels. CoRR abs/2503.16919 (2025) - 2024
- [j67]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: 102077 (2024) - [j66]Ya-Feng Liu, Tsung-Hui Chang, Mingyi Hong, Anthony Man-Cho So, Eduard A. Jorswieck, Wei Yu:
Guest Editorial Advanced Optimization Theory and Algorithms for Next-Generation Wireless Communication Networks. IEEE J. Sel. Areas Commun. 42(11): 2987-2991 (2024) - [j65]Ya-Feng Liu, Tsung-Hui Chang, Mingyi Hong, Zheyu Wu, Anthony Man-Cho So, Eduard A. Jorswieck, Wei Yu:
A Survey of Recent Advances in Optimization Methods for Wireless Communications. IEEE J. Sel. Areas Commun. 42(11): 2992-3031 (2024) - [j64]Lai Tian, Anthony Man-Cho So:
No dimension-free deterministic algorithm computes approximate stationarities of Lipschitzians. Math. Program. 208(1): 51-74 (2024) - [j63]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): 319-352 (2024) - [j62]Jiang Hu, Ruicheng Ao, Anthony Man-Cho So, Minghan Yang, Zaiwen Wen:
Riemannian Natural Gradient Methods. SIAM J. Sci. Comput. 46(1): 204- (2024) - [j61]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: 2407-2420 (2024) - [j60]Junbin Liu, Ya Liu, Wing-Kin Ma, Mingjie Shao, Anthony Man-Cho So:
Extreme Point Pursuit - Part I: A Framework for Constant Modulus Optimization. IEEE Trans. Signal Process. 72: 4541-4556 (2024) - [j59]Junbin Liu, Ya Liu, Wing-Kin Ma, Mingjie Shao, Anthony Man-Cho So:
Extreme Point Pursuit - Part II: Further Error Bound Analysis and Applications. IEEE Trans. Signal Process. 72: 4557-4572 (2024) - [c80]He Chen, Haochen Xu, Rujun Jiang, Anthony Man-Cho So:
Lower-level Duality Based Reformulation and Majorization Minimization Algorithm for Hyperparameter Optimization. AISTATS 2024: 784-792 - [c79]Sijin Chen, Xiwei Cheng, Anthony Man-Cho So:
Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method. AISTATS 2024: 2899-2907 - [c78]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: 7195-7199 - [c77]Shi-Yuk Fong, Anthony Man-Cho So:
An Efficient Optimization Framework for Learning General Signed Graphs From Smooth Signals. SAM 2024: 1-5 - [c76]Jinxin Wang, Jiang Hu, Shixiang Chen, Zengde Deng, Anthony Man-Cho So:
Decentralized Non-Smooth Optimization Over the Stiefel Manifold. SAM 2024: 1-5 - [c75]Jiaojiao Zhang, Jiang Hu, Anthony Man-Cho So, Mikael Johansson:
Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data. NeurIPS 2024 - [i54]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 abs/2401.12025 (2024) - [i53]He Chen, Jiajin Li, Anthony Man-Cho So:
Spurious Stationarity and Hardness Results for Mirror Descent. CoRR abs/2404.08073 (2024) - [i52]Jiaojiao Zhang, Jiang Hu, Anthony Man-Cho So, Mikael Johansson:
Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data. CoRR abs/2406.08465 (2024) - [i51]Xia Jiang, Linglingzhi Zhu, Anthony Man-Cho So, Shisheng Cui, Jian Sun:
Shuffling Gradient Descent-Ascent with Variance Reduction for Nonconvex-Strongly Concave Smooth Minimax Problems. CoRR abs/2410.04761 (2024) - [i50]Chenyue Zhang, Shangyuan Liu, Hoi-To Wai, Anthony Man-Cho So:
Network Games Induced Prior for Graph Topology Learning. CoRR abs/2410.24095 (2024) - 2023
- [j58]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: 109847 (2023) - [j57]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): 684-712 (2023) - [j56]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: 427-441 (2023) - [j55]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: 490-504 (2023) - [j54]Jiaojiao Zhang, Huikang Liu, Anthony Man-Cho So, Qing Ling:
Variance-Reduced Stochastic Quasi-Newton Methods for Decentralized Learning. IEEE Trans. Signal Process. 71: 311-326 (2023) - [c74]Zihao Fu, Haoran Yang, Anthony Man-Cho So, Wai Lam, Lidong Bing, Nigel Collier:
On the Effectiveness of Parameter-Efficient Fine-Tuning. AAAI 2023: 12799-12807 - [c73]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 - [c72]Jinxin Wang, Yuen-Man Pun, Xiaolu Wang, Peng Wang, Anthony Man-Cho So:
Projected Tensor Power Method for Hypergraph Community Recovery. ICML 2023: 36285-36307 - [c71]Lemin Kong, Jiajin Li, Jianheng Tang, Anthony Man-Cho So:
Outlier-Robust Gromov-Wasserstein for Graph Data. NeurIPS 2023 - [c70]Huikang Liu, Xiao Li, Anthony Man-Cho So:
ReSync: Riemannian Subgradient-based Robust Rotation Synchronization. NeurIPS 2023 - [c69]Shangyuan Liu, Linglingzhi Zhu, Anthony Man-Cho So:
LogSpecT: Feasible Graph Learning Model from Stationary Signals with Recovery Guarantees. NeurIPS 2023 - [c68]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 - [i49]Zihao Fu, Anthony Man-Cho So, Nigel Collier:
A Stability Analysis of Fine-Tuning a Pre-Trained Model. CoRR abs/2301.09820 (2023) - [i48]Lemin Kong, Jiajin Li, Anthony Man-Cho So:
Outlier-Robust Gromov Wasserstein for Graph Data. CoRR abs/2302.04610 (2023) - [i47]Lai Tian, Anthony Man-Cho So:
Testing Stationarity Concepts for ReLU Networks: Hardness, Regularity, and Robust Algorithms. CoRR abs/2302.12261 (2023) - [i46]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 abs/2303.06595 (2023) - [i45]Jinxin Wang, Jiang Hu, Shixiang Chen, Zengde Deng, Anthony Man-Cho So:
Decentralized Weakly Convex Optimization Over the Stiefel Manifold. CoRR abs/2303.17779 (2023) - [i44]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 abs/2304.04052 (2023) - [i43]Shangyuan Liu, Linglingzhi Zhu, Anthony Man-Cho So:
LogSpecT: Feasible Graph Learning Model from Stationary Signals with Recovery Guarantees. CoRR abs/2305.01379 (2023) - [i42]Xiao Li, Lei Zhao, Daoli Zhu, Anthony Man-Cho So:
Revisiting Subgradient Method: Complexity and Convergence Beyond Lipschitz Continuity. CoRR abs/2305.14161 (2023) - [i41]Huikang Liu, Xiao Li, Anthony Man-Cho So:
ReSync: Riemannian Subgradient-based Robust Rotation Synchronization. CoRR abs/2305.15136 (2023) - 2022
- [j53]Huikang Liu, Xiaolu Wang, Anthony Man-Cho So:
Adaptive coordinate sampling for stochastic primal-dual optimization. Int. Trans. Oper. Res. 29(1): 24-47 (2022) - [j52]Peng Wang, Zirui Zhou, Anthony Man-Cho So:
Non-convex exact community recovery in stochastic block model. Math. Program. 195(1): 1-37 (2022) - [j51]Chujun Huang, Mingjie Shao, Wing-Kin Ma, Anthony Man-Cho So:
SISAL Revisited. SIAM J. Imaging Sci. 15(2): 591-624 (2022) - [j50]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: 190-201 (2022) - [j49]Ruiyuan Wu, Wing-Kin Ma, Yuening Li, Anthony Man-Cho So, Nicholas D. Sidiropoulos:
Probabilistic Simplex Component Analysis. IEEE Trans. Signal Process. 70: 582-599 (2022) - [j48]Xiaolu Wang, Yuen-Man Pun, Anthony Man-Cho So:
Distributionally Robust Graph Learning From Smooth Signals Under Moment Uncertainty. IEEE Trans. Signal Process. 70: 6216-6231 (2022) - [j47]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): 9993-10000 (2022) - [c67]Kaiwen Zhou, Lai Tian, Anthony Man-Cho So, James Cheng:
Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums. AISTATS 2022: 3684-3708 - [c66]Lai Tian, Anthony Man-Cho So:
Computing D-Stationary Points of ρ-Margin Loss SVM. AISTATS 2022: 3772-3793 - [c65]Xiaolu Wang, Peng Wang, Anthony Man-Cho So:
Exact Community Recovery over Signed Graphs. AISTATS 2022: 9686-9710 - [c64]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: 21360-21379 - [c63]Peng Wang, Huikang Liu, Anthony Man-Cho So, Laura Balzano:
Convergence and Recovery Guarantees of the K-Subspaces Method for Subspace Clustering. ICML 2022: 22884-22918 - [i40]Jiaojiao Zhang, Huikang Liu, Anthony Man-Cho So, Qing Ling:
Variance-Reduced Stochastic Quasi-Newton Methods for Decentralized Learning: Part I. CoRR abs/2201.07699 (2022) - [i39]Xiaolu Wang, Peng Wang, Anthony Man-Cho So:
Exact Community Recovery over Signed Graphs. CoRR abs/2202.12255 (2022) - [i38]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 abs/2205.08115 (2022) - [i37]Jiang Hu, Ruicheng Ao, Anthony Man-Cho So, Minghan Yang, Zaiwen Wen:
Riemannian Natural Gradient Methods. CoRR abs/2207.07287 (2022) - [i36]Jiajin Li, Linglingzhi Zhu, Anthony Man-Cho So:
Nonsmooth Composite Nonconvex-Concave Minimax Optimization. CoRR abs/2209.10825 (2022) - [i35]Zihao Fu, Haoran Yang, Anthony Man-Cho So, Wai Lam, Lidong Bing, Nigel Collier:
On the Effectiveness of Parameter-Efficient Fine-Tuning. CoRR abs/2211.15583 (2022) - 2021
- [j46]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): 2681-2693 (2021) - [j45]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): 1605-1634 (2021) - [j44]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: 346-358 (2021) - [j43]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: 4282-4295 (2021) - [j42]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: 4759-4773 (2021) - [c62]Zihao Fu, Wai Lam, Anthony Man-Cho So, Bei Shi:
A Theoretical Analysis of the Repetition Problem in Text Generation. AAAI 2021: 12848-12856 - [c61]Xiaolu Wang, Chaorui Yao, Haoyu Lei, Anthony Man-Cho So:
An Efficient Alternating Direction Method for Graph Learning from Smooth Signals. ICASSP 2021: 5380-5384 - [c60]Jinxin Wang, Zengde Deng, Taoli Zheng, Anthony Man-Cho So:
Sparse High-Order Portfolios Via Proximal Dca And Sca. ICASSP 2021: 5425-5429 - [c59]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: 10828-10838 - [i34]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 abs/2101.06907 (2021) - [i33]Xiaolu Wang, Yuen-Man Pun, Anthony Man-Cho So:
Learning Graphs from Smooth Signals under Moment Uncertainty. CoRR abs/2105.05458 (2021) - [i32]Kaiwen Zhou, Lai Tian, Anthony Man-Cho So, James Cheng:
Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums. CoRR abs/2105.12062 (2021) - [i31]Kaiwen Zhou, Anthony Man-Cho So, James Cheng:
Accelerating Perturbed Stochastic Iterates in Asynchronous Lock-Free Optimization. CoRR abs/2109.15292 (2021) - [i30]Sijin Chen, Xiwei Cheng, Anthony Man-Cho So:
Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method. CoRR abs/2112.14204 (2021) - 2020
- [j41]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: 104143 (2020) - [j40]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): 210-239 (2020) - [j39]Xiao Li, Zhihui Zhu, Anthony Man-Cho So, René Vidal:
Nonconvex Robust Low-Rank Matrix Recovery. SIAM J. Optim. 30(1): 660-686 (2020) - [j38]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: 1335-1339 (2020) - [j37]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): 15-17 (2020) - [j36]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): 18-31 (2020) - [c58]Jiaojiao Zhang, Qing Ling, Anthony Man-Cho So:
A Newton Tracking Algorithm with Exact Linear Convergence Rate for Decentralized Consensus Optimization. CDC 2020: 2317-2322 - [c57]Yuen-Man Pun, Anthony Man-Cho So:
Dynamic Regret Bound for Moving Target Tracking Based on Online Time-of-Arrival Measurements. CDC 2020: 5968-5973 - [c56]Zengde Deng, Anthony Man-Cho So:
A Fast Proximal Point Algorithm for Generalized Graph Laplacian Learning. ICASSP 2020: 5425-5429 - [c55]Jiaojiao Zhang, Anthony Man-Cho So, Qing Ling:
A Penalty Alternating Direction Method of Multipliers for Decentralized Composite Optimization. ICASSP 2020: 5745-5749 - [c54]Zengde Deng, Man-Chung Yue, Anthony Man-Cho So:
An Efficient Augmented Lagrangian-Based Method for Linear Equality-Constrained Lasso. ICASSP 2020: 5760-5764 - [c53]Peng Wang, Zirui Zhou, Anthony Man-Cho So:
A Nearly-Linear Time Algorithm for Exact Community Recovery in Stochastic Block Model. ICML 2020: 10126-10135 - [c52]Huikang Liu, Xiaolu Wang, Jiajin Li, Anthony Man-Cho So:
Low-Cost Lipschitz-Independent Adaptive Importance Sampling of Stochastic Gradients. ICPR 2020: 2150-2157 - [c51]Jiajin Li, Caihua Chen, Anthony Man-Cho So:
Fast Epigraphical Projection-based Incremental Algorithms for Wasserstein Distributionally Robust Support Vector Machine. NeurIPS 2020 - [c50]Kaiwen Zhou, Anthony Man-Cho So, James Cheng:
Boosting First-Order Methods by Shifting Objective: New Schemes with Faster Worst-Case Rates. NeurIPS 2020 - [i29]Shixiang Chen, Zengde Deng, Shiqian Ma, Anthony Man-Cho So:
Manifold Proximal Point Algorithms for Dual Principal Component Pursuit and Orthogonal Dictionary Learning. CoRR abs/2005.02356 (2020) - [i28]Kaiwen Zhou, Anthony Man-Cho So, James Cheng:
Boosting First-order Methods by Shifting Objective: New Schemes with Faster Worst Case Rates. CoRR abs/2005.12061 (2020) - [i27]Jiajin Li, Anthony Man-Cho So, Wing-Kin Ma:
Understanding Notions of Stationarity in Non-Smooth Optimization. CoRR abs/2006.14901 (2020) - [i26]Huikang Liu, Man-Chung Yue, Anthony Man-Cho So:
A Unified Approach to Synchronization Problems over Subgroups of the Orthogonal Group. CoRR abs/2009.07514 (2020) - [i25]Jiajin Li, Caihua Chen, Anthony Man-Cho So:
Fast Epigraphical Projection-based Incremental Algorithms for Wasserstein Distributionally Robust Support Vector Machine. CoRR abs/2010.12865 (2020) - [i24]Zihao Fu, Wai Lam, Anthony Man-Cho So, Bei Shi:
A Theoretical Analysis of the Repetition Problem in Text Generation. CoRR abs/2012.14660 (2020)
2010 – 2019
- 2019
- [j35]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): 327-358 (2019) - [j34]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): 215-262 (2019) - [j33]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): 904-932 (2019) - [j32]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): 731-742 (2019) - [j31]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): 5309-5324 (2019) - [c49]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: 259-263 - [c48]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: 4744-4748 - [c47]Peng Wang, Huikang Liu, Anthony Man-Cho So:
Globally Convergent Accelerated Proximal Alternating Maximization Method for L1-Principal Component Analysis. ICASSP 2019: 8147-8151 - [c46]Jiajin Li, Sen Huang, Anthony Man-Cho So:
A First-Order Algorithmic Framework for Distributionally Robust Logistic Regression. NeurIPS 2019: 3939-3949 - [i23]Zengde Deng, Anthony Man-Cho So:
An Efficient Augmented Lagrangian Based Method for Constrained Lasso. CoRR abs/1903.05006 (2019) - [i22]Yue Xu, Zengde Deng, Mengdi Wang, Wenjun Xu, Anthony Man-Cho So, Shuguang Cui:
Voting-Based Multi-Agent Reinforcement Learning. CoRR abs/1907.01385 (2019) - [i21]Xiao Li, Zhihui Zhu, Anthony Man-Cho So, Jason D. Lee:
Incremental Methods for Weakly Convex Optimization. CoRR abs/1907.11687 (2019) - [i20]Jiajin Li, Sen Huang, Anthony Man-Cho So:
A First-Order Algorithmic Framework for Wasserstein Distributionally Robust Logistic Regression. CoRR abs/1910.12778 (2019) - [i19]Xiao Li, Shixiang Chen, Zengde Deng, Qing Qu, Zhihui Zhu, Anthony Man-Cho So:
Nonsmooth Optimization over Stiefel Manifold: Riemannian Subgradient Methods. CoRR abs/1911.05047 (2019) - 2018
- [j30]Junjie Hu, Haiqin Yang, Michael R. Lyu, Irwin King, Anthony Man-Cho So:
Online Nonlinear AUC Maximization for Imbalanced Data Sets. IEEE Trans. Neural Networks Learn. Syst. 29(4): 882-895 (2018) - [c45]Ting Wang, Xueli Hong, Wen Liu, Anthony Man-Cho So, Kehu Yang:
Geolocation of Unknown Emitters Using Tdoa of Path Rays Through the Ionosphere by Multiple Coordinated Distant Receivers. ICASSP 2018: 3509-3513 - [c44]Rujun Jiang, Huikang Liu, Anthony Man-Cho So:
LPA-SD: An Efficient First-Order Method for Single-Group Multicast Beamforming. SPAWC 2018: 1-5 - [c43]Sherry Xueying Ni, Anthony Man-Cho So:
Mixed-Integer Semidefinite Relaxation of Joint Admission Control and Beamforming: An SOC-Based Outer Approximation Approach with Provable Guarantees. SPAWC 2018: 1-5 - [c42]Mingjie Shao, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So:
Minimum Symbol Error Rate-Based Constant Envelope Precoding for Multiuser Massive Miso Downlink. SSP 2018: 727-731 - [i18]Mingjie Shao, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So:
Minimum Symbol Error Rate-Based Constant Envelope Precoding for Multiuser Massive MISO Downlink. CoRR abs/1804.08305 (2018) - [i17]Xiao Li, Zhihui Zhu, Anthony Man-Cho So, René Vidal:
Nonconvex Robust Low-rank Matrix Recovery. CoRR abs/1809.09237 (2018) - [i16]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. CoRR abs/1810.03159 (2018) - 2017
- [j29]Zirui Zhou, Anthony Man-Cho So:
A unified approach to error bounds for structured convex optimization problems. Math. Program. 165(2): 689-728 (2017) - [j28]Anthony Man-Cho So, Zirui Zhou:
Non-asymptotic convergence analysis of inexact gradient methods for machine learning without strong convexity. Optim. Methods Softw. 32(4): 963-992 (2017) - [j27]Huikang Liu, Man-Chung Yue, Anthony Man-Cho So:
On the Estimation Performance and Convergence Rate of the Generalized Power Method for Phase Synchronization. SIAM J. Optim. 27(4): 2426-2446 (2017) - [j26]Wing-Kin Ma, Jiaxian Pan, Anthony Man-Cho So, Tsung-Hui Chang:
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. 65(7): 1909-1924 (2017) - [j25]Sissi Xiaoxiao Wu, Anthony Man-Cho So, Jiaxian Pan, Wing-Kin Ma:
Semidefinite Relaxation and Approximation Analysis of a Beamformed Alamouti Scheme for Relay Beamforming Networks. IEEE Trans. Signal Process. 65(9): 2428-2443 (2017) - [j24]Xiao Fu, Kejun Huang, Mingyi Hong, Nicholas D. Sidiropoulos, Anthony Man-Cho So:
Scalable and Flexible Multiview MAX-VAR Canonical Correlation Analysis. IEEE Trans. Signal Process. 65(16): 4150-4165 (2017) - [j23]Shimin Gong, Sissi Xiaoxiao Wu, Anthony Man-Cho So, Xiaoxia Huang:
Distributionally Robust Collaborative Beamforming in D2D Relay Networks With Interference Constraints. IEEE Trans. Wirel. Commun. 16(8): 5048-5060 (2017) - [c41]Huikang Liu, Yuen-Man Pun, Anthony Man-Cho So:
Local strong convexity of maximum-likelihood TDOA-Based source localization and its algorithmic implications. CAMSAP 2017: 1-5 - [c40]Naijun Zheng, Yuxuan He, Baoming Bai, Anthony Man-Cho So, Kehu Yang:
LDPC code design for Gaussian multiple-access channels using dynamic EXIT chart analysis. ICASSP 2017: 3679-3683 - [c39]Sissi Xiaoxiao Wu, Man-Chung Yue, Anthony Man-Cho So, Wing-Kin Ma:
SDR approximation bounds for the robust multicast beamforming problem with interference temperature constraints. ICASSP 2017: 4054-4058 - [c38]Xiao Fu, Kejun Huang, Mingyi Hong, Nicholas D. Sidiropoulos, Anthony Man-Cho So:
Scalable and flexible Max-Var generalized canonical correlation analysis via alternating optimization. ICASSP 2017: 5855-5859 - [c37]Huikang Liu, Man-Chung Yue, Anthony Man-Cho So, Wing-Kin Ma:
A discrete first-order method for large-scale MIMO detection with provable guarantees. SPAWC 2017: 1-5 - 2016
- [j22]Alex Lemon, Anthony Man-Cho So, Yinyu Ye:
Low-Rank Semidefinite Programming: Theory and Applications. Found. Trends Optim. 2(1-2): 1-156 (2016) - [j21]Man-Chung Yue, Sissi Xiaoxiao Wu, Anthony Man-Cho So:
A Robust Design for MISO Physical-Layer Multicasting Over Line-of-Sight Channels. IEEE Signal Process. Lett. 23(7): 939-943 (2016) - [j20]Gang Wang, Anthony Man-Cho So, Youming Li:
Robust Convex Approximation Methods for TDOA-Based Localization Under NLOS Conditions. IEEE Trans. Signal Process. 64(13): 3281-3296 (2016) - [j19]Sissi Xiaoxiao Wu, Qiang Li, Anthony Man-Cho So, Wing-Kin Ma:
A Stochastic Beamformed Amplify-and-Forward Scheme in a Multigroup Multicast MIMO Relay Network With Per-Antenna Power Constraints. IEEE Trans. Wirel. Commun. 15(7): 4973-4986 (2016) - [c36]Shimin Gong, Yanyan Shen, Xiaoxia Huang, Sissi Xiaoxiao Wu, Anthony Man-Cho So:
Robust Relay Beamforming in Device-to-Device Networks with Energy Harvesting Constraints. GLOBECOM 2016: 1-6 - [c35]Kehu Yang, Lizhong Jiang, Anthony Man-Cho So:
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 2016: 2911-2915 - [c34]Sissi Xiaoxiao Wu, Xueying Ni, Anthony Man-Cho So:
A polynomial optimization approach for robust beamforming design in a device-to-device two-hop one-way relay network. ICASSP 2016: 3841-3845 - [c33]Huikang Liu, Weijie Wu, Anthony Man-Cho So:
Quadratic Optimization with Orthogonality Constraints: Explicit Lojasiewicz Exponent and Linear Convergence of Line-Search Methods. ICML 2016: 1158-1167 - [c32]Shimin Gong, Sissi Xiaoxiao Wu, Anthony Man-Cho So, Xiaoxia Huang:
Distributionally Robust Relay Beamforming in Wireless Communications. MSWiM 2016: 254-261 - [c31]Russell W. F. Lai, Henry K. F. Cheung, Sherman S. M. Chow, Anthony Man-Cho So:
Another Look at Anonymous Communication - Security and Modular Constructions. Mycrypt 2016: 56-82 - [i15]Wing-Kin Ma, Jiaxian Pan, Anthony Man-Cho So, Tsung-Hui Chang:
Unraveling the Rank-One Solution Mystery of Robust MISO Downlink Transmit Optimization: A Verifiable Sufficient Condition via a New Duality Result. CoRR abs/1602.01569 (2016) - [i14]Sissi Xiaoxiao Wu, Anthony Man-Cho So, Jiaxian Pan, Wing-Kin Ma:
Some Proof Derivations and Further Simulation Results for "Semidefinite Relaxation and Approximation Analysis of a Beamformed Alamouti Scheme for Relay Beamforming Networks". CoRR abs/1602.06500 (2016) - [i13]Sissi Xiaoxiao Wu, Anthony Man-Cho So, Jiaxian Pan, Wing-Kin Ma:
Semidefinite Relaxation and Approximation Analysis of a Beamformed Alamouti Scheme for Relay Beamforming Networks. CoRR abs/1603.05680 (2016) - 2015
- [j18]Sissi Xiaoxiao Wu, Qiang Li, Anthony Man-Cho So, Wing-Kin Ma:
Rank-Two Beamforming and Stochastic Beamforming for MISO Physical-Layer Multicasting with Finite-Alphabet Inputs. IEEE Signal Process. Lett. 22(10): 1614-1618 (2015) - [c30]Junjie Hu, Haiqin Yang, Irwin King, Michael R. Lyu, Anthony Man-Cho So:
Kernelized Online Imbalanced Learning with Fixed Budgets. AAAI 2015: 2666-2672 - [c29]Sissi Xiaoxiao Wu, Anthony Man-Cho So, Wing-Kin Ma:
A beamformed alamouti amplify-and-forward scheme in multigroup multicast cloud-relay networks. ICASSP 2015: 3088-3092 - [c28]Zirui Zhou, Qi Zhang, Anthony Man-Cho So:
\(\ell_{1, p}\)-Norm Regularization: Error Bounds and Convergence Rate Analysis of First-Order Methods. ICML 2015: 1501-1510 - [c27]Sissi Xiaoxiao Wu, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So:
Stochastic amplify-and-forward schemes for multigroup multicast transmission in a distributed relay network. SPAWC 2015: 545-549 - [i12]Huikang Liu, Weijie Wu, Anthony Man-Cho So:
Quadratic Optimization with Orthogonality Constraints: Explicit Lojasiewicz Exponent and Linear Convergence of Line-Search Methods. CoRR abs/1510.01025 (2015) - [i11]Sissi Xiaoxiao Wu, Qiang Li, Anthony Man-Cho So, Wing-Kin Ma:
A Stochastic Beamformed Amplify-and-Forward Scheme in a Multigroup Multicast MIMO Relay Network with Per-Antenna Power Constraints. CoRR abs/1510.02448 (2015) - [i10]Man-Chung Yue, Sissi Xiaoxiao Wu, Anthony Man-Cho So:
A Robust Design for MISO Physical-Layer Multicasting over Line-of-Sight Channels. CoRR abs/1511.04244 (2015) - [i9]Zirui Zhou, Anthony Man-Cho So:
A Unified Approach to Error Bounds for Structured Convex Optimization Problems. CoRR abs/1512.03518 (2015) - 2014
- [j17]Ke Hou, Anthony Man-Cho So:
Hardness and Approximation Results for Lp-Ball Constrained Homogeneous Polynomial Optimization Problems. Math. Oper. Res. 39(4): 1084-1108 (2014) - [j16]Qiang Li, Wing-Kin Ma, Anthony Man-Cho So:
A Safe Approximation Approach to Secrecy Outage Design for MIMO Wiretap Channels. IEEE Signal Process. Lett. 21(1): 118-121 (2014) - [j15]Kun-Yu Wang, Anthony Man-Cho So, Tsung-Hui Chang, Wing-Kin Ma, Chong-Yung Chi:
Outage Constrained Robust Transmit Optimization for Multiuser MISO Downlinks: Tractable Approximations by Conic Optimization. IEEE Trans. Signal Process. 62(21): 5690-5705 (2014) - [c26]Yinqing Xu, Tianyi Lin, Wai Lam, Zirui Zhou, Hong Cheng, Anthony Man-Cho So:
Latent Aspect Mining via Exploring Sparsity and Intrinsic Information. CIKM 2014: 879-888 - [c25]Qiang Li, Wing-Kin Ma, Anthony Man-Cho So:
Robust artificial noise-aided transmit optimization for achieving secrecy and energy harvesting. ICASSP 2014: 1596-1600 - [c24]Shuai Ma, Anthony Man-Cho So, Kehu Yang:
Robust beamforming in two-way relay networks: Quartically perturbed chance constrained formulation and tractable approximation. ICASSP 2014: 2734-2738 - [c23]Qiang Li, Anthony Man-Cho So, Wing-Kin Ma:
Distributionally robust chance-constrained transmit beamforming for multiuser MISO downlink. ICASSP 2014: 3479-3483 - [c22]Sissi Xiaoxiao Wu, Qiang Li, Wing-Kin Ma, Anthony Man-Cho So:
Robust transmit designs for an energy harvesting multicast system. ICASSP 2014: 4748-4752 - 2013
- [j14]Anthony Man-Cho So, Ying Jun (Angela) Zhang:
Distributionally Robust Slow Adaptive OFDMA with Soft QoS via Linear Programming. IEEE J. Sel. Areas Commun. 31(5): 947-958 (2013) - [j13]Sissi Xiaoxiao Wu, Wing-Kin Ma, Anthony Man-Cho So:
Physical-Layer Multicasting by Stochastic Transmit Beamforming and Alamouti Space-Time Coding. IEEE Trans. Signal Process. 61(17): 4230-4245 (2013) - [c21]Senshan Ji, Sissi Xiaoxiao Wu, Anthony Man-Cho So, Wing-Kin Ma:
Multi-group multicast beamforming in cognitive radio networks via rank-two transmit beamformed Alamouti space-time coding. ICASSP 2013: 4409-4413 - [c20]Senshan Ji, Kam-Fung Sze, Zirui Zhou, Anthony Man-Cho So, Yinyu Ye:
Beyond convex relaxation: A polynomial-time non-convex optimization approach to network localization. INFOCOM 2013: 2499-2507 - [c19]Ke Hou, Zirui Zhou, Anthony Man-Cho So, Zhi-Quan Luo:
On the Linear Convergence of the Proximal Gradient Method for Trace Norm Regularization. NIPS 2013: 710-718 - [i8]Xiaoxiao Wu, Wing-Kin Ma, Anthony Man-Cho So:
Achievable Rate Derivations and Further Simulation Results for "Physical-Layer Multicasting by Stochastic Transmit Beamforming and Alamouti Space-Time Coding". CoRR abs/1305.1427 (2013) - [i7]Xiaoxiao Wu, Wing-Kin Ma, Anthony Man-Cho So:
Physical-Layer Multicasting by Stochastic Transmit Beamforming and Alamouti Space-Time Coding. CoRR abs/1305.2123 (2013) - [i6]Anthony Man-Cho So:
Non-Asymptotic Convergence Analysis of Inexact Gradient Methods for Machine Learning Without Strong Convexity. CoRR abs/1309.0113 (2013) - 2012
- [j12]Sin-Shuen Cheung, Anthony Man-Cho So, Kuncheng Wang:
Linear Matrix Inequalities with Stochastically Dependent Perturbations and Applications to Chance-Constrained Semidefinite Optimization. SIAM J. Optim. 22(4): 1394-1430 (2012) - [c18]Xiaoxiao Wu, Anthony Man-Cho So, Wing-Kin Ma:
Rank-two transmit beamformed Alamouti space-time coding for physical-layer multicasting. ICASSP 2012: 2793-2796 - [c17]Xiao-Ming Wu, Zhenguo Li, Anthony Man-Cho So, John Wright, Shih-Fu Chang:
Learning with Partially Absorbing Random Walks. NIPS 2012: 3086-3094 - [i5]Man-Chung Yue, Anthony Man-Cho So:
A Perturbation Inequality for the Schatten-$p$ Quasi-Norm and Its Applications to Low-Rank Matrix Recovery. CoRR abs/1209.0377 (2012) - 2011
- [j11]Ying Jun Zhang, Anthony Man-Cho So:
Optimal Spectrum Sharing in MIMO Cognitive Radio Networks via Semidefinite Programming. IEEE J. Sel. Areas Commun. 29(2): 362-373 (2011) - [j10]Anthony Man-Cho So:
Deterministic approximation algorithms for sphere constrained homogeneous polynomial optimization problems. Math. Program. 129(2): 357-382 (2011) - [j9]Anthony Man-Cho So:
Moment inequalities for sums of random matrices and their applications in optimization. Math. Program. 130(1): 125-151 (2011) - [c16]Qiang Li, Wing-Kin Ma, Anthony Man-Cho So:
Safe convex approximation to outage-based MISO secrecy rate optimization under imperfect CSI and with artificial noise. ACSCC 2011: 207-211 - [c15]Kun-Yu Wang, Tsung-Hui Chang, Wing-Kin Ma, Anthony Man-Cho So, Chong-Yung Chi:
Probabilistic SINR constrained robust transmit beamforming: A Bernstein-type inequality based conservative approach. ICASSP 2011: 3080-3083 - [c14]Hoi-To Wai, Wing-Kin Ma, Anthony Man-Cho So:
Cheap semidefinite relaxation MIMO detection using row-by-row block coordinate descent. ICASSP 2011: 3256-3259 - [i4]Kun-Yu Wang, Anthony Man-Cho So, Tsung-Hui Chang, Wing-Kin Ma, Chong-Yung Chi:
Outage Constrained Robust Transmit Optimization for Multiuser MISO Downlinks: Tractable Approximations by Conic Optimization. CoRR abs/1108.0982 (2011) - 2010
- [j8]Zhisu Zhu, Anthony Man-Cho So, Yinyu Ye:
Universal Rigidity and Edge Sparsification for Sensor Network Localization. SIAM J. Optim. 20(6): 3059-3081 (2010) - [j7]Zhi-Quan Luo, Wing-Kin Ma, Anthony Man-Cho So, Yinyu Ye, Shuzhong Zhang:
Semidefinite Relaxation of Quadratic Optimization Problems. IEEE Signal Process. Mag. 27(3): 20-34 (2010) - [j6]William Weiliang Li, Ying Jun Zhang, Anthony Man-Cho So, Moe Z. Win:
Slow adaptive OFDMA systems through chance constrained programming. IEEE Trans. Signal Process. 58(7): 3858-3869 (2010) - [c13]Zhisu Zhu, Anthony Man-Cho So, Yinyu Ye:
Universal Rigidity: Towards Accurate and Efficient Localization of Wireless Networks. INFOCOM 2010: 2312-2320 - [c12]Anthony Man-Cho So:
Probabilistic Analysis of the Semidefinite Relaxation Detector in Digital Communications. SODA 2010: 698-711 - [p1]Anthony Man-Cho So, Yinyu Ye:
Probabilistic analysis of SDR detectors for MIMO systems. Convex Optimization in Signal Processing and Communications 2010: 166-191 - [i3]Ying Jun Zhang, Anthony Man-Cho So:
Optimal Spectrum Sharing in MIMO Cognitive Radio Networks via Semidefinite Programming. CoRR abs/1006.4225 (2010) - [i2]William Weiliang Li, Ying Jun Zhang, Anthony Man-Cho So, Moe Z. Win:
Slow Adaptive OFDMA Systems Through Chance Constrained Programming. CoRR abs/1006.4406 (2010)
2000 – 2009
- 2009
- [j5]Anthony Man-Cho So, Jiawei Zhang, Yinyu Ye:
Stochastic Combinatorial Optimization with Controllable Risk Aversion Level. Math. Oper. Res. 34(3): 522-537 (2009) - [c11]Anthony Man-Cho So:
On the performance of semidefinite relaxation MIMO detectors for QAM constellations. ICASSP 2009: 2449-2452 - [c10]Xiao-Ming Wu, Anthony Man-Cho So, Zhenguo Li, Shuo-Yen Robert Li:
Fast Graph Laplacian Regularized Kernel Learning via Semidefinite-Quadratic-Linear Programming. NIPS 2009: 1964-1972 - [c9]Anthony Man-Cho So:
Improved approximation bound for quadratic optimization problems with orthogonality constraints. SODA 2009: 1201-1209 - [r3]Anthony Man-Cho So, Yinyu Ye:
Graph Realization via Semidefinite Programming. Encyclopedia of Optimization 2009: 1453-1460 - [i1]Zhisu Zhu, Anthony Man-Cho So, Yinyu Ye:
Fast and Near-Optimal Matrix Completion via Randomized Basis Pursuit. CoRR abs/0905.1546 (2009) - 2008
- [j4]Anthony Man-Cho So, Yinyu Ye, Jiawei Zhang:
A Unified Theorem on SDP Rank Reduction. Math. Oper. Res. 33(4): 910-920 (2008) - 2007
- [b1]Anthony Man-Cho So:
A semidefinite programming approach to the graph realization problem : theory, applications and extensions. Stanford University, USA, 2007 - [j3]Anthony Man-Cho So, Yinyu Ye:
Theory of semidefinite programming for Sensor Network Localization. Math. Program. 109(2-3): 367-384 (2007) - [j2]Anthony Man-Cho So, Jiawei Zhang, Yinyu Ye:
On approximating complex quadratic optimization problems via semidefinite programming relaxations. Math. Program. 110(1): 93-110 (2007) - [j1]Samuel Ieong, Mukund Sundararajan, Anthony Man-Cho So:
Mechanism design for stochastic optimization problems. SIGecom Exch. 7(1): 52-54 (2007) - [c8]Mark Peters, Anthony Man-Cho So, Yinyu Ye:
Pari-Mutuel Markets: Mechanisms and Performance. WINE 2007: 82-95 - [c7]Samuel Ieong, Anthony Man-Cho So, Mukund Sundararajan:
Stochastic Mechanism Design. WINE 2007: 269-280 - [r2]Jiawei Zhang, Yinyu Ye, Anthony Man-Cho So:
On Analyzing Semidefinite Programming Relaxations of Complex Quadratic Optimization Problems. Handbook of Approximation Algorithms and Metaheuristics 2007 - [r1]Jiawei Zhang, Yinyu Ye, Anthony Man-Cho So:
Greedy Algorithms for Metric Facility Location Problems. Handbook of Approximation Algorithms and Metaheuristics 2007 - 2006
- [c6]Anthony Man-Cho So, Jiawei Zhang, Yinyu Ye:
Stochastic Combinatorial Optimization with Controllable Risk Aversion Level. APPROX-RANDOM 2006: 224-235 - [c5]Anthony Man-Cho So, Yinyu Ye:
A semidefinite programming approach to tensegrity theory and realizability of graphs. SODA 2006: 766-775 - 2005
- [c4]Anthony Man-Cho So, Jiawei Zhang, Yinyu Ye:
On Approximating Complex Quadratic Optimization Problems via Semidefinite Programming Relaxations. IPCO 2005: 125-135 - [c3]Anthony Man-Cho So, Yinyu Ye:
Theory of semidefinite programming for sensor network localization. SODA 2005: 405-414 - [c2]Jaewon Shin, Anthony Man-Cho So, Leonidas J. Guibas:
Supporting group communication among interacting agents in wireless sensor networks. WCNC 2005: 2375-2380 - [c1]Anthony Man-Cho So, Yinyu Ye:
On Solving Coverage Problems in a Wireless Sensor Network Using Voronoi Diagrams. WINE 2005: 584-593
Coauthor Index
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