World's Best Scientists 2026 revealed!

D-Index & Metrics

Computer Science

D-Index
40
Citations
6708
World Ranking
9313
National Ranking
1180

Overview

Huan Xu is affiliated with Alibaba Group (China) in China. Their research primarily spans the fields of Computer Science and Decision Sciences, with a focus on subfields such as Artificial Intelligence, Management Science and Operations Research, Computer Networks and Communications, and Signal Processing.

The scientist's work covers a range of key topics including:

  • Advanced Bandit Algorithms Research
  • Optimization and Search Problems
  • Reinforcement Learning in Robotics
  • Auction Theory and Applications
  • Anomaly Detection Techniques and Applications
  • Time Series Analysis and Forecasting
  • Data Stream Mining Techniques

Huan Xu has been published in multiple academic venues with the following frequency:

  • arXiv (Cornell University)
  • Mathematics of Operations Research
  • Proceedings of the AAAI Conference on Artificial Intelligence
  • Operations Research
  • Neurocomputing

Representative recent publications include:

  • "RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks" (2020), arXiv (Cornell University)
  • "The Online Saddle Point Problem and Online Convex Optimization with Knapsacks" (2024), Mathematics of Operations Research
  • "A Primal-Dual Online Algorithm for Online Matching Problem in Dynamic Environments" (2021), Proceedings of the AAAI Conference on Artificial Intelligence
  • "Mitigating Interdiction Risk with Fortification" (2020), Operations Research
  • "Bayesian active learning with abstention feedbacks" (2021), Neurocomputing

Frequent collaborators in Huan Xu's work include:

  • Adrian Rivera Cardoso
  • He Wang
  • Yu-Hang Zhou
  • Peng Hu
  • Liang Chen

Best Publications

  • Robust PCA via Outlier Pursuit

    Huan Xu;C. Caramanis;S. Sanghavi

  • Robustness and Regularization of Support Vector Machines

    Huan Xu;Constantine Caramanis;Shie Mannor;Shie Mannor

  • Robustness and generalization

    Huan Xu;Shie Mannor

  • Online Robust PCA via Stochastic Optimization

    Jiashi Feng;Huan Xu;Shuicheng Yan

  • Distributionally Robust Markov Decision Processes

    Huan Xu;Shie Mannor

  • Robust Regression and Lasso

    Huan Xu;Constantine Caramanis;Shie Mannor

  • Sparse Algorithms Are Not Stable: A No-Free-Lunch Theorem

    Huan Xu;C. Caramanis;S. Mannor

  • Robust Subspace Segmentation with Block-Diagonal Prior

    Jiashi Feng;Zhouchen Lin;Huan Xu;Shuicheng Yan

  • Provable Subspace Clustering: When LRR Meets SSC

    Yu-Xiang Wang;Huan Xu;Chenlei Leng

  • Clustering Sparse Graphs

    Yudong Chen;Sujay Sanghavi;Huan Xu

  • Noisy sparse subspace clustering

    Yu-Xiang Wang;Huan Xu

  • Clustering partially observed graphs via convex optimization

    Yudong Chen;Ali Jalali;Sujay Sanghavi;Huan Xu

  • Fake News Mitigation via Point Process Based Intervention

    Mehrdad Farajtabar;Jiachen Yang;Xiaojing Ye;Huan Xu

  • Outlier-Robust PCA: The High-Dimensional Case

    Huan Xu;C. Caramanis;S. Mannor

  • Robust Logistic Regression and Classification

    Jiashi Feng;Huan Xu;Shie Mannor;Shuicheng Yan

  • Robust Matrix Completion and Corrupted Columns

    Yudong Chen;Huan Xu;Constantine Caramanis;Sujay Sanghavi

  • Improved Graph Clustering

    Yudong Chen;Sujay Sanghavi;Huan Xu

  • Scaling Up Robust MDPs using Function Approximation

    Aviv Tamar;Shie Mannor;Huan Xu

  • A Distributional Interpretation of Robust Optimization

    Huan Xu;Constantine Caramanis;Shie Mannor

  • Clustering Partially Observed Graphs via Convex Optimization

    Ali Jalali;Yudong Chen;Sujay Sanghavi;Huan Xu

  • Efficient Meta Learning via Minibatch Proximal Update

    Pan Zhou;Xiaotong Yuan;Huan Xu;Shuicheng Yan

  • Robust MDPs with k-Rectangular Uncertainty

    Shie Mannor;Ofir Mebel;Huan Xu

Frequent Co-Authors

Shie Mannor
Shie Mannor Technion – Israel Institute of Technology
Constantine Caramanis
Constantine Caramanis The University of Texas at Austin
Sujay Sanghavi
Sujay Sanghavi The University of Texas at Austin
Jiashi Feng
Jiashi Feng ByteDance
Shuicheng Yan
Shuicheng Yan National University of Singapore
Ping Li
Ping Li Baidu (China)
Le Song
Le Song Mohamed bin Zayed University of Artificial Intelligence
Guangcan Liu
Guangcan Liu Southeast University
Hongyuan Zha
Hongyuan Zha Chinese University of Hong Kong, Shenzhen
Zhao Yang Dong
Zhao Yang Dong City University of Hong Kong

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