| 2026 | HPCA | SCALE: Tackling Communication Bottlenecks in Confidential Distributed Machine Learning. | Joongun Park, Yongqin Wang, Huan Xu, Hanjiang Wu, Mengyuan Li, Tushar Krishna |
| 2026 | ISCA | Scalable Synthesis of Distributed Llm Workloads Through Symbolic Tensor Graphs. | Changhai Man, Joongun Park, Hanjiang Wu, Huan Xu, Srinivas Sridharan, Tushar Krishna |
| 2025 | EMNLP | From Schema to State: Zero-Shot Scheme-Only Dialogue State Tracking via Diverse Synthetic Dialogue and Step-by-Step Distillation. | Huan Xu, Zequn Li, Wen Tang, Jian Jun Zhang |
| 2025 | ICCV | Ouromamba: a Data-Free Quantization Framework for Vision Mamba. | Akshat Ramachandran, Mingyu Lee, Huan Xu, Souvik Kundu, Tushar Krishna |
| 2024 | ICIP | PWISeg: Weakly-Supervised Surgical Instrument Instance Segmentation. | Zhen Sun, Huan Xu, Jinlin Wu, Zhen Chen, Hongbin Liu, Zhen Lei |
| 2024 | MICCAI | Transforming Surgical Interventions with Embodied Intelligence for Ultrasound Robotics. | Huan Xu, Jinlin Wu, Guanglin Cao, Zhen Chen, Zhen Lei, Hongbin Liu |
| 2024 | SC | Enhancing Scalability and Performance in Influence Maximization with Optimized Parallel Processing. | Hanjiang Wu, Huan Xu, Joongun Park, Jesmin Jahan Tithi, Fabio Checconi, Jordi Wolfson-Pou, Fabrizio Petrini, Tushar Krishna |
| 2023 | ICDE | UniMatch: A Unified User-Item Matching Framework for the Multi-purpose Merchant Marketing. | Qifang Zhao, Tianyu Li, Meng Du, Yu Jiang, Qinghui Sun, Zhongyao Wang, Hong Liu, Huan Xu |
| 2022 | DASC | Modeling Interactions among Cyber-Physical Services. | Bin Chen, Huan Xu, Qiuyong Yang, Guangqian Lu, Hui Li |
| 2021 | AAAI | A Primal-Dual Online Algorithm for Online Matching Problem in Dynamic Environments. | Yu-Hang Zhou, Peng Hu, Chen Liang, Huan Xu, Guangda Huzhang, Yinfu Feng, Qing Da, Xinshang Wang, Anxiang Zeng |
| 2021 | CIKM | Understanding and Resolving Performance Degradation in Deep Graph Convolutional Networks. | Kuangqi Zhou, Yanfei Dong, Kaixin Wang, Wee Sun Lee, Bryan Hooi, Huan Xu, Jiashi Feng |
| 2021 | IJCAI | Time Series Data Augmentation for Deep Learning: A Survey. | Qingsong Wen, Liang Sun, Fan Yang, Xiaomin Song, Jingkun Gao, Xue Wang, Huan Xu |
| 2021 | IJCAI | AutoBandit: A Meta Bandit Online Learning System. | Miao Xie, Wotao Yin, Huan Xu |
| 2021 | ICRA | Multi-Agent Ergodic Coverage in Urban Environments. | Shivang Patel, Senthil Hariharan Arul, Pranav Dhulipala, Ming C. Lin, Dinesh Manocha, Huan Xu, Michael W. Otte |
| 2021 | KDD | Markdowns in E-Commerce Fresh Retail: A Counterfactual Prediction and Multi-Period Optimization Approach. | Junhao Hua, Ling Yan, Huan Xu, Cheng Yang |
| 2021 | SIGMOD | RobustPeriod: Robust Time-Frequency Mining for Multiple Periodicity Detection. | Qingsong Wen, Kai He, Liang Sun, Yingying Zhang, Min Ke, Huan Xu |
| 2020 | ICLR | Implicit Bias of Gradient Descent based Adversarial Training on Separable Data. | Yan Li, Ethan X. Fang, Huan Xu, Tuo Zhao |
| 2020 | IGARSS | Sea Ice and Open Water Classification of SAR Images Using a Deep Learning Model. | Yibin Ren, Huan Xu, Bin Liu, Xiaofeng Li |
| 2020 | ICRA | Decentralized Task Allocation in Multi-Agent Systems Using a Decentralized Genetic Algorithm. | Ruchir Patel, Eliot Rudnick-Cohen, Shapour Azarm, Michael W. Otte, Huan Xu, Jeffrey W. Herrmann |
| 2020 | KDD | Maximizing Cumulative User Engagement in Sequential Recommendation: An Online Optimization Perspective. | Yifei Zhao, Yu-Hang Zhou, Mingdong Ou, Huan Xu, Nan Li |
| 2019 | AAAI | RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series. | Qingsong Wen, Jingkun Gao, Xiaomin Song, Liang Sun, Huan Xu, Shenghuo Zhu |
| 2019 | AISTATS | Risk-Averse Stochastic Convex Bandit. | Adrian Rivera Cardoso, Huan Xu |
| 2019 | ICML | Competing Against Nash Equilibria in Adversarially Changing Zero-Sum Games. | Adrian Rivera Cardoso, Jacob D. Abernethy, He Wang, Huan Xu |
| 2019 | ICML | Nonlinear Distributional Gradient Temporal-Difference Learning. | Chao Qu, Shie Mannor, Huan Xu |
| 2019 | IECON | Coarse-to-Fine Tool Condition Monitoring using Multiple Gated Recurrent Units. | Huan Xu, Geok Soon Hong, Jun-Hong Zhou, Jihoon Hong, Keng Soon Woon |
| 2019 | KDD | A Unified Framework for Marketing Budget Allocation. | Kui Zhao, Junhao Hua, Ling Yan, Qi Zhang, Huan Xu, Cheng Yang |
| 2018 | AISTATS | Nearly second-order optimality of online joint detection and estimation via one-sample update schemes. | Yang Cao, Liyan Xie, Yao Xie, Huan Xu |
| 2018 | ICLR | Learning Deep Mean Field Games for Modeling Large Population Behavior. | Jiachen Yang, Xiaojing Ye, Rakshit S. Trivedi, Huan Xu, Hongyuan Zha |
| 2018 | ICLR | Ensemble Robustness and Generalization of Stochastic Deep Learning Algorithms. | Tom Zahavy, Bingyi Kang, Alex Sivak, Jiashi Feng, Huan Xu, Shie Mannor |
| 2018 | ICML | Non-convex Conditional Gradient Sliding. | Chao Qu, Yan Li, Huan Xu |
| 2018 | IJCNN | Gated Recurrent Units Based Neural Network For Tool Condition Monitoring. | Huan Xu, Chong Zhang, Geok Soon Hong, Junhong Zhou, Jihoon Hong, Keng Soon Woon |
| 2018 | IROS | The Future of Legal and Ethical Regulations for Autonomous Robotics. | Huan Xu, Joseph E. Borson |
| 2017 | AISTATS | Online Nonnegative Matrix Factorization with General Divergences. | Renbo Zhao, Vincent Yan Fu Tan, Huan Xu |
| 2017 | COLT | Ignoring Is a Bliss: Learning with Large Noise Through Reweighting-Minimization. | Daniel Vainsencher, Shie Mannor, Huan Xu |
| 2017 | ETFA | A data-driven prognostics framework for tool remaining useful life estimation in tool condition monitoring. | Chong Zhang, Geok Soon Hong, Huan Xu, Kay Chen Tan, Jun-Hong Zhou, Hian-Leng Chan, Haizhou Li |
| 2017 | ICML | Fake News Mitigation via Point Process Based Intervention. | Mehrdad Farajtabar, Jiachen Yang, Xiaojing Ye, Huan Xu, Rakshit S. Trivedi, Elias B. Khalil, Shuang Li, Le Song, Hongyuan Zha |
| 2017 | IGARSS | Desertification monitoring using the ASTER global emissivity dataset. | Pilong Shi, Bihong Fu, Thomas Cudahy, Qiang Guo, Huan Xu, Xiuyan Chen, Yuanxu Ma, Guoliang Xue |
| 2017 | IJCAI | Representativeness-aware Aspect Analysis for Brand Monitoring in Social Media. | Lizi Liao, Xiangnan He, Zhaochun Ren, Liqiang Nie, Huan Xu, Tat-Seng Chua |
| 2017 | IECON | Matrix decomposition based threshold orthogonal matching pursuit algorithm for parameter and time delay identification of MISO-FIR systems. | Huan Xu, Yanjun Liu |
| 2017 | WSDM | Online Matrix Completion for Signed Link Prediction. | Jing Wang, Jie Shen, Ping Li, Huan Xu |
| 2016 | CVPR | Online Collaborative Learning for Open-Vocabulary Visual Classifiers. | Hanwang Zhang, Xindi Shang, Wenzhuo Yang, Huan Xu, Huan-Bo Luan, Tat-Seng Chua |
| 2016 | ICML | Fast Rate Analysis of Some Stochastic Optimization Algorithms. | Chao Qu, Huan Xu, Chong Jin Ong |
| 2016 | ICML | Online Low-Rank Subspace Clustering by Basis Dictionary Pursuit. | Jie Shen, Ping Li, Huan Xu |
| 2016 | IGARSS | Remote sensing detection for surface anomalies related to hydracarbon in bashibulake uranium ore, Sourthern Tianshan. | Pilong Shi, Bihong Fu, Yuanxu Ma, Qiang Guo, Huan Xu |
| 2015 | ICML | A Convex Optimization Framework for Bi-Clustering. | Shiau Hong Lim, Yudong Chen, Huan Xu |
| 2015 | ICML | A Unified Framework for Outlier-Robust PCA-like Algorithms. | Wenzhuo Yang, Huan Xu |
| 2015 | ICML | Streaming Sparse Principal Component Analysis. | Wenzhuo Yang, Huan Xu |
| 2015 | ICML | A Divide and Conquer Framework for Distributed Graph Clustering. | Wenzhuo Yang, Huan Xu |
| 2014 | CVPR | Robust Subspace Segmentation with Block-Diagonal Prior. | Jiashi Feng, Zhouchen Lin, Huan Xu, Shuicheng Yan |
| 2014 | ICML | Weighted Graph Clustering with Non-Uniform Uncertainties. | Yudong Chen, Shiau Hong Lim, Huan Xu |
| 2014 | ICML | Scaling Up Robust MDPs using Function Approximation. | Aviv Tamar, Shie Mannor, Huan Xu |
| 2014 | ICML | The Coherent Loss Function for Classification. | Wenzhuo Yang, Melvyn Sim, Huan Xu |
| 2013 | ICML | Breaking the Small Cluster Barrier of Graph Clustering. | Nir Ailon, Yudong Chen, Huan Xu |
| 2013 | ICML | Noisy Sparse Subspace Clustering. | Yu-Xiang Wang, Huan Xu |
| 2013 | ICML | A Unified Robust Regression Model for Lasso-like Algorithms. | Wenzhuo Yang, Huan Xu |
| 2013 | PAKDD | Node Classification in Social Network via a Factor Graph Model. | Huan Xu, Yujiu Yang, Liangwei Wang, Wenhuang Liu |
| 2012 | CIS | Differential Evolution Algorithm for the Optimization of the Vehicle Routing Problem in Logistics. | Huan Xu, Jiechang Wen |
| 2012 | ECCV | Auto-Grouped Sparse Representation for Visual Analysis. | Jiashi Feng, Xiaotong Yuan, Zilei Wang, Huan Xu, Shuicheng Yan |
| 2012 | ICML | Robust PCA in High-dimension: A Deterministic Approach. | Jiashi Feng, Huan Xu, Shuicheng Yan |
| 2012 | ICML | Lightning Does Not Strike Twice: Robust MDPs with Coupled Uncertainty. | Shie Mannor, Ofir Mebel, Huan Xu |
| 2012 | ICML | Stability of matrix factorization for collaborative filtering. | Yu-Xiang Wang, Huan Xu |
| 2011 | ICML | Robust Matrix Completion and Corrupted Columns. | Yudong Chen, Huan Xu, Constantine Caramanis, Sujay Sanghavi |
| 2011 | ICML | Clustering Partially Observed Graphs via Convex Optimization. | Ali Jalali, Yudong Chen, Sujay Sanghavi, Huan Xu |
| 2011 | IJCAI | Probabilistic Goal Markov Decision Processes. | Huan Xu, Shie Mannor |
| 2010 | COLT | Principal Component Analysis with Contaminated Data: The High Dimensional Case. | Huan Xu, Constantine Caramanis, Shie Mannor |
| 2010 | COLT | Robustness and Generalization. | Huan Xu, Shie Mannor |
| 2009 | ITW | High dimensional Principal Component Analysis with contaminated data. | Huan Xu, Constantine Caramanis, Shie Mannor |
| 2006 | GRC | Lie group machine learning's axiom hypothesizes. | Huan Xu, Fanzhang Li |
| 2003 | CEC | Searching oligo sets of human chromosome 12 using evolutionary strategies. | Yen-Yen Joe, Huan Xu, Zhao Yang Dong, Huck-Hui Ng, Arthur Tay |