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ORCIDBenyu Zhang
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- affiliation: Microsoft Research
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2020 – today
- 2026
[c44]Fei Liu
, Xinyu Lin, Hanchao Yu, Mingyuan Wu, Jianyu Wang, Qiang Zhang, Zhuokai Zhao, Yinglong Xia, Yao Zhang, Weiwei Li, Mingze Gao, Qifan Wang, Lizhu Zhang, Benyu Zhang, Xiangjun Fan:
RecoWorld: Building Simulated Environments for Agentic Recommender Systems. WWW (Companion Volume) 2026: 650-659- [c43]Yunkai Zhang, Qiang Zhang, Diji Yang, Ryan Lin, Ruizhong Qiu, Benyu Zhang, Hanchao Yu, Jason Liu, Yinglong Xia, Zhuokai Zhao, Lizhu Zhang, Xiangjun Fan, Zhuoran Yu, Abhishek Kumar, Zeyu Zheng:
Guiding Generative Recommender Systems with Structured Human Priors via Multi-head Decoding. WWW 2026: 5741-5752 - [i11]Qiang Zhang, Hanchao Yu, Ivan Ji, Chen Yuan, Yi Zhang, Chihuang Liu, Xiaolong Wang, Christopher E. Lambert, Ren Chen, Chen Kovacs, Xinzhu Bei, Renqin Cai, Rui Li, Lizhu Zhang, Xiangjun Fan, Qunshu Zhang, Benyu Zhang:
Efficient Sequential Recommendation for Long Term User Interest Via Personalization. CoRR abs/2601.03479 (2026) - [i10]Benyu Zhang, Qiang Zhang, Jianpeng Cheng, Hong-You Chen, Qifei Wang, Wei Sun, Shen Li, Jia Li, Jiahao Wu, Xiangjun Fan, Hong Yan:
Principled Synthetic Data Enables the First Scaling Laws for LLMs in Recommendation. CoRR abs/2602.07298 (2026) - [i9]Jiang Zhang, Yubo Wang, Wei Chang, Lu Han, Xingying Cheng, Feng Zhang, Min Li, Songhao Jiang, Wei Zheng, Harry Tran, Zhen Wang, Lei Chen, Yueming Wang, Benyu Zhang, Xiangjun Fan, Bi Xue, Qifan Wang:
Rethinking ANN-based Retrieval: Multifaceted Learnable Index for Large-scale Recommendation System. CoRR abs/2602.16124 (2026) - [i8]Ruizhong Qiu, Hanqing Zeng, Yinglong Xia, Yiwen Meng, Ren Chen, Jiarui Feng, Dongqi Fu, Qifan Wang, Jiayi Liu, Jun Xiao, Xiangjun Fan, Benyu Zhang, Hong Li, Zhining Liu, Hyunsik Yoo, Zhichen Zeng, Tianxin Wei, Hanghang Tong:
ReMix: Reinforcement routing for mixtures of LoRAs in LLM finetuning. CoRR abs/2603.10160 (2026) - [i7]Xiang Shen, Yuhang Zhou, Yifan Wu, Zhuokai Zhao, Siyu Lin, Lei Huang, Qianqian Zhong, Lizhu Zhang, Benyu Zhang, Xiangjun Fan, Hong Yan:
Agentic Recommender System with Hierarchical Belief-State Memory. CoRR abs/2605.14401 (2026) - [i6]Jiarui Feng, Hanqing Zeng, Karish Grover, Ruizhong Qiu, Yinglong Xia, Qiang Zhang, Qifan Wang, Ren Chen, Dongqi Fu, Jiayi Liu, Zhoukai Zhao, Xiangjun Fan, Benyu Zhang, Yixin Chen:
DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts. CoRR abs/2606.01062 (2026) - 2025
- [c42]Qiang Zhang, Hanchao Yu, Ivan Ji, Chen Yuan, Yi Zhang, Chihuang Liu, Xiaolong Wang, Christopher E. Lambert, Ren Chen, Chen Kovacs, Xinzhu Bei, Renqin Cai, Rui Li, Lizhu Zhang, Xiangjun Fan, Qunshu Zhang, Benyu Zhang:
Efficient Sequential Recommendation for Long Term User Interest Via Personalization. ICDM 2025: 913-922 - [c41]Hanqing Zeng, Yinglong Xia, Zhuokai Zhao, Chuan Jiang, Qiang Zhang, Jiayi Liu, Qunshu Zhang, Lizhu Zhang, Xiangjun Fan, Benyu Zhang:
S'MoRE: Structural Mixture of Residual Experts for Parameter-Efficient LLM Fine-tuning. NeurIPS 2025 - [i5]Hanqing Zeng, Yinglong Xia, Zhuokai Zhao, Gilbert Jiang, Qiang Zhang, Jiayi Liu, Lizhu Zhang, Xiangjun Fan, Benyu Zhang:
S'MoRE: Structural Mixture of Residual Experts for LLM Fine-tuning. CoRR abs/2504.06426 (2025) - [i4]Caojin Zhang, Qiang Zhang, Ke Li, Sai Vidyaranya Nuthalapati, Benyu Zhang, Jason Liu, Serena Li, Lizhu Zhang, Xiangjun Fan:
GEM: Empowering LLM for both Embedding Generation and Language Understanding. CoRR abs/2506.04344 (2025) - [i3]Fei Liu, Xinyu Lin, Hanchao Yu, Mingyuan Wu, Jianyu Wang, Qiang Zhang, Zhuokai Zhao, Yinglong Xia, Yao Zhang, Weiwei Li, Mingze Gao, Qifan Wang, Lizhu Zhang, Benyu Zhang, Xiangjun Fan:
RecoWorld: Building Simulated Environments for Agentic Recommender Systems. CoRR abs/2509.10397 (2025) - 2023
- [j19]Wenju Xu, Baocang Wang, Yupu Hu, Pu Duan, Benyu Zhang, Momeng Liu:
Multi-key Fully Homomorphic Encryption from Additive Homomorphism. Comput. J. 66(1): 197-207 (2023) - [c40]Junming Ma, Yancheng Zheng, Jun Feng, Derun Zhao, Haoqi Wu, Wenjing Fang, Jin Tan, Chaofan Yu, Benyu Zhang, Lei Wang:
SecretFlow-SPU: A Performant and User-Friendly Framework for Privacy-Preserving Machine Learning. USENIX ATC 2023: 17-33 - 2022
- [j18]Yange Chen, Qingqing Zhao, Pu Duan, Benyu Zhang, Zhiyong Hong, Baocang Wang:
Verifiable privacy-preserving association rule mining using distributed decryption mechanism on the cloud. Expert Syst. Appl. 201: 117086 (2022) - [j17]Furong Li, Yange Chen, Pu Duan, Benyu Zhang, Zhiyong Hong, Yupu Hu, Baocang Wang:
Privacy-preserving convolutional neural network prediction with low latency and lightweight users. Int. J. Intell. Syst. 37(1): 568-595 (2022) - [j16]Yange Chen, SuYu He, Baocang Wang, Pu Duan, Benyu Zhang, Zhiyong Hong, Yuan Ping:
Cryptanalysis and Improvement of DeepPAR: Privacy-Preserving and Asynchronous Deep Learning for Industrial IoT. IEEE Internet Things J. 9(21): 21958-21970 (2022) - [j15]Yu Zhan, Danfeng Shen, Pu Duan, Benyu Zhang, Zhiyong Hong, Baocang Wang:
MDOPE: Efficient multi-dimensional data order preserving encryption scheme. Inf. Sci. 595: 334-343 (2022) - [j14]Xiaoying Shen, Baocang Wang, Licheng Wang, Pu Duan, Benyu Zhang:
Group public key encryption supporting equality test without bilinear pairings. Inf. Sci. 605: 202-224 (2022) - [j13]Songyang Wu, Wenju Xu, Zhiyong Hong, Pu Duan, Benyu Zhang, Yupu Hu, Baocang Wang:
Updatable privacy-preserving itK-nearest neighbor query in location-based s-ervice. Peer-to-Peer Netw. Appl. 15(2): 1076-1089 (2022) - [j12]Qinyu Mao, Yange Chen, Pu Duan, Benyu Zhang, Zhiyong Hong, Baocang Wang:
Privacy-Preserving Classification Scheme Based on Support Vector Machine. IEEE Syst. J. 16(4): 5906-5916 (2022) - [j11]Yange Chen, Qinyu Mao, Baocang Wang, Pu Duan, Benyu Zhang, Zhiyong Hong:
Privacy-Preserving Multi-Class Support Vector Machine Model on Medical Diagnosis. IEEE J. Biomed. Health Informatics 26(7): 3342-3353 (2022) - [j10]Yu Zhan, Liguo Zhou, Baocang Wang, Pu Duan, Benyu Zhang:
Efficient Function Queryable and Privacy Preserving Data Aggregation Scheme in Smart Grid. IEEE Trans. Parallel Distributed Syst. 33(12): 3430-3441 (2022) - 2021
- [j9]Zhiyong Hong, Zhili Zhang, Pu Duan, Benyu Zhang, Baocang Wang, Wen Gao, Zhen Zhao:
Secure Privacy-Preserving Association Rule Mining With Single Cloud Server. IEEE Access 9: 165090-165102 (2021) - [j8]Longfei Zheng, Jun Zhou, Chaochao Chen, Bingzhe Wu, Li Wang, Benyu Zhang:
ASFGNN: Automated separated-federated graph neural network. Peer-to-Peer Netw. Appl. 14(3): 1692-1704 (2021) - [c39]Wenjing Fang, Derun Zhao, Jin Tan, Chaochao Chen, Chaofan Yu, Li Wang, Lei Wang, Jun Zhou, Benyu Zhang:
Large-scale Secure XGB for Vertical Federated Learning. CIKM 2021: 443-452 - [i2]Yan Shen, Jian Du, Hao Zhang, Benyu Zhang, Zhanghexuan Ji, Mingchen Gao:
FedMM: Saddle Point Optimization for Federated Adversarial Domain Adaptation. CoRR abs/2110.08477 (2021) - 2020
- [c38]Benyu Zhang, Matei Zaharia, Shouling Ji, Raluca Ada Popa, Guofei Gu:
PPMLP 2020: Workshop on Privacy-Preserving Machine Learning In Practice. CCS 2020: 2139-2140 - [c37]Cen Chen, Bingzhe Wu, Li Wang, Chaochao Chen, Jin Tan, Lei Wang, Jun Zhou, Benyu Zhang:
Nebula: A Scalable Privacy-Preserving Machine Learning System in Ant Financial. CIKM 2020: 3369-3372 - [e1]Benyu Zhang, Raluca Ada Popa, Matei Zaharia, Guofei Gu, Shouling Ji:
PPMLP'20: Proceedings of the 2020 Workshop on Privacy-Preserving Machine Learning in Practice, Virtual Event, USA, November, 2020. ACM 2020, ISBN 978-1-4503-8088-1 [contents] - [i1]Longfei Zheng, Jun Zhou, Chaochao Chen, Bingzhe Wu, Li Wang, Benyu Zhang:
ASFGNN: Automated Separated-Federated Graph Neural Network. CoRR abs/2011.03248 (2020)
2010 – 2019
- 2018
- [r6]Haoda Huang, Benyu Zhang:
Text Indexing and Retrieval. Encyclopedia of Database Systems (2nd ed.) 2018 - [r5]Haoda Huang, Benyu Zhang:
Text Segmentation. Encyclopedia of Database Systems (2nd ed.) 2018 - [r4]Haoda Huang, Benyu Zhang:
Text Visualization. Encyclopedia of Database Systems (2nd ed.) 2018 - 2017
- [c36]Benyu Zhang, Huiping Jiang, Linshan Dong:
Classification of EEG signal by WT-CNN model in emotion recognition system. IEEE ICCI*CC 2017: 109-114
2000 – 2009
- 2009
- [r3]Haoda Huang, Benyu Zhang:
Text Indexing and Retrieval. Encyclopedia of Database Systems 2009: 3055-3058 - [r2]Haoda Huang, Benyu Zhang:
Text Segmentation. Encyclopedia of Database Systems 2009: 3072-3075 - [r1]Haoda Huang, Benyu Zhang:
Text Visualization. Encyclopedia of Database Systems 2009: 3083-3085 - 2007
- [j7]Shuicheng Yan, Dong Xu, Benyu Zhang, HongJiang Zhang, Qiang Yang, Stephen Lin:
Graph Embedding and Extensions: A General Framework for Dimensionality Reduction. IEEE Trans. Pattern Anal. Mach. Intell. 29(1): 40-51 (2007) - [j6]Shuicheng Yan, Yuxiao Hu, Dong Xu, Hong-Jiang Zhang, Benyu Zhang, QianSheng Cheng:
Nonlinear Discriminant Analysis on Embedded Manifold. IEEE Trans. Circuits Syst. Video Technol. 17(4): 468-477 (2007) - [c35]Weizhu Chen, Jun Yan, Benyu Zhang, Zheng Chen, Qiang Yang:
Document Transformation for Multi-label Feature Selection in Text Categorization. ICDM 2007: 451-456 - [c34]Yabo Xu, Ke Wang, Benyu Zhang, Zheng Chen:
Privacy-enhancing personalized web search. WWW 2007: 591-600 - [c33]Yizhou Sun, Kunqing Xie, Ning Liu, Shuicheng Yan, Benyu Zhang, Zheng Chen:
Causal relation of queries from temporal logs. WWW 2007: 1141-1142 - [c32]Xin Li, Jun Yan, Zhi-Hong Deng, Lei Ji, Weiguo Fan, Benyu Zhang, Zheng Chen:
A novel clustering-based RSS aggregator. WWW 2007: 1309-1310 - 2006
- [j5]Jun Yan, Ning Liu, Qiang Yang, Benyu Zhang, QianSheng Cheng, Zheng Chen:
Mining Adaptive Ratio Rules from Distributed Data Sources. Data Min. Knowl. Discov. 12(2-3): 249-273 (2006) - [j4]Jun Yan, Benyu Zhang, Shuicheng Yan, Ning Liu, Qiang Yang, QianSheng Cheng, Hua Li, Zheng Chen, Wei-Ying Ma:
A scalable supervised algorithm for dimensionality reduction on streaming data. Inf. Sci. 176(14): 2042-2065 (2006) - [j3]Jun Yan, Benyu Zhang, Ning Liu, Shuicheng Yan, QianSheng Cheng, Weiguo Fan, Qiang Yang, Wensi Xi, Zheng Chen:
Effective and Efficient Dimensionality Reduction for Large-Scale and Streaming Data Preprocessing. IEEE Trans. Knowl. Data Eng. 18(2): 320-333 (2006) - [j2]Shen Huang, Yong Yu, Gui-Rong Xue, Benyu Zhang, Zheng Chen, Wei-Ying Ma:
TSSP: Multi-features based reinforcement algorithm to find related papers. Web Intell. Agent Syst. 4(3): 271-287 (2006) - [c31]Ning Liu, Shuzhen Nong, Jun Yan, Benyu Zhang, Zheng Chen, Ying Li:
Similarity of Temporal Query Logs Based on ARIMA Model. ICDM Workshops 2006: 366-370 - [c30]Jun Yan, Ning Liu, Benyu Zhang, Qiang Yang, Shuicheng Yan, Zheng Chen:
A Novel Scalable Algorithm for Supervised Subspace Learning. ICDM 2006: 721-730 - [c29]Jilin Chen, Jun Yan, Benyu Zhang, Qiang Yang, Zheng Chen:
Diverse Topic Phrase Extraction through Latent Semantic Analysis. ICDM 2006: 834-838 - [c28]Hua Li, Dou Shen, Benyu Zhang, Zheng Chen, Qiang Yang:
Adding Semantics to Email Clustering. ICDM 2006: 938-942 - [c27]Ning Liu, Shuzhen Nong, Jun Yan, Benyu Zhang, Zheng Chen, Ying Li:
Similarity of Temporal Query Logs Based on ARIMA Model. ICDM 2006: 975-979 - 2005
- [j1]Chenyong Hu, Benyu Zhang, Yongji Wang, Shuicheng Yan, Zheng Chen, Qing Wang, Qiang Yang:
Learning quantifiable associations via principal sparse non-negative matrix factorization. Intell. Data Anal. 9(6): 603-620 (2005) - [c26]Jun Yan, QianSheng Cheng, Qiang Yang, Benyu Zhang:
An Incremental Subspace Learning Algorithm to Categorize Large Scale Text Data. APWeb 2005: 52-63 - [c25]Ning Liu, Jun Yan, Fengshan Bai, Benyu Zhang, Wensi Xi, Weiguo Fan, Zheng Chen, Lei Ji, Chenyong Hu, Wei-Ying Ma:
A Similarity Reinforcement Algorithm for Heterogeneous Web Pages. APWeb 2005: 121-132 - [c24]Chenyong Hu, Yongji Wang, Benyu Zhang, Qiang Yang, Qing Wang, Jinhui Zhou, Ran He, Yun Yan:
Mining Quantitative Associations in Large Database. APWeb 2005: 405-416 - [c23]Ning Liu, Fengshan Bai, Jun Yan, Benyu Zhang, Zheng Chen, Wei-Ying Ma:
Supervised Semi-definite Embedding for Email Data Cleaning and Visualization. APWeb 2005: 972-982 - [c22]Shuicheng Yan, Dong Xu, Lei Zhang, Benyu Zhang, HongJiang Zhang:
Coupled Kernel-Based Subspace Learning. CVPR (1) 2005: 645-650 - [c21]Shuicheng Yan, Dong Xu, Benyu Zhang, HongJiang Zhang:
Graph Embedding: A General Framework for Dimensionality Reduction. CVPR (2) 2005: 830-837 - [c20]Dong Zhuang, Benyu Zhang, Qiang Yang, Jun Yan, Zheng Chen, Ying Chen:
Efficient Text Classification by Weighted Proximal SVM. ICDM 2005: 538-545 - [c19]Ning Liu, Benyu Zhang, Jun Yan, Zheng Chen, Wenyin Liu, Fengshan Bai, Leefeng Chien:
Text Representation: From Vector to Tensor. ICDM 2005: 725-728 - [c18]Benyu Zhang, Jun Yan, Ning Liu, QianSheng Cheng, Zheng Chen, Wei-Ying Ma:
Supervised semi-definite embedding for image manifolds. ICME 2005: 592-595 - [c17]Jun Yan, Ning Liu, Benyu Zhang, Shuicheng Yan, Zheng Chen, QianSheng Cheng, Weiguo Fan, Wei-Ying Ma:
OCFS: optimal orthogonal centroid feature selection for text categorization. SIGIR 2005: 122-129 - [c16]Wensi Xi, Edward A. Fox, Weiguo Fan, Benyu Zhang, Zheng Chen, Jun Yan, Dong Zhuang:
SimFusion: measuring similarity using unified relationship matrix. SIGIR 2005: 130-137 - [c15]Benyu Zhang, Hua Li, Yi Liu, Lei Ji, Wensi Xi, Weiguo Fan, Zheng Chen, Wei-Ying Ma:
Improving web search results using affinity graph. SIGIR 2005: 504-511 - 2004
- [c14]Yizhou Lu, Xuezheng Liu, Hua Li, Benyu Zhang, Wensi Xi, Zheng Chen, Shuicheng Yan, Wei-Ying Ma:
Efficient PageRank with Same Out-Link Groups. AIRS 2004: 141-152 - [c13]Ning Liu, Benyu Zhang, Jun Yan, Qiang Yang, Shuicheng Yan, Zheng Chen, Fengshan Bai, Wei-Ying Ma:
Learning similarity measures in non-orthogonal space. CIKM 2004: 334-341 - [c12]Shuicheng Yan, HongJiang Zhang, Yuxiao Hu, Benyu Zhang, QianSheng Cheng:
Discriminant Analysis on Embedded Manifold. ECCV (1) 2004: 121-132 - [c11]Ning Liu, Benyu Zhang, Jun Yan, Wensi Xi, Shuicheng Yan, Zheng Chen, Fengshan Bai, Wei-Ying Ma:
Online Supervised Learning for Digital Library. ICADL 2004: 683 - [c10]Tao Liu, Zheng Chen, Benyu Zhang, Wei-Ying Ma, Gongyi Wu:
Improving Text Classification using Local Latent Semantic Indexing. ICDM 2004: 162-169 - [c9]Chenyong Hu, Benyu Zhang, Shuicheng Yan, Qiang Yang, Jun Yan, Zheng Chen, Wei-Ying Ma:
Mining Ratio Rules Via Principal Sparse Non-Negative Matrix Factorization. ICDM 2004: 407-410 - [c8]Jun Yan, Benyu Zhang, Shuicheng Yan, Qiang Yang, Hua Li, Zheng Chen, Wensi Xi, Weiguo Fan, Wei-Ying Ma, QianSheng Cheng:
IMMC: incremental maximum margin criterion. KDD 2004: 725-730 - [c7]Dou Shen, Zheng Chen, Qiang Yang, Hua-Jun Zeng, Benyu Zhang, Yuchang Lu, Wei-Ying Ma:
Web-page classification through summarization. SIGIR 2004: 242-249 - [c6]Shen Huang, Gui-Rong Xue, Benyu Zhang, Zheng Chen, Yong Yu, Wei-Ying Ma:
TSSP: A Reinforcement Algorithm to Find Related Papers. Web Intelligence 2004: 117-123 - [c5]Jian-Tao Sun, Benyu Zhang, Zheng Chen, Yuchang Lu, Chunyi Shi, Wei-Ying Ma:
GE-CKO: A Method to Optimize Composite Kernels for Web Page Classification. Web Intelligence 2004: 299-305 - [c4]Shen Huang, Gui-Rong Xue, Benyu Zhang, Zheng Chen, Yong Yu, Wei-Ying Ma:
Multi-type Features Based Web Document Clustering. WISE 2004: 253-265 - [c3]Yizhou Lu, Benyu Zhang, Wensi Xi, Zheng Chen, Yi Liu, Michael R. Lyu, Wei-Ying Ma:
The powerrank web link analysis algorithm. WWW (Alternate Track Papers & Posters) 2004: 254-255 - [c2]Wensi Xi, Benyu Zhang, Zheng Chen, Yizhou Lu, Shuicheng Yan, Wei-Ying Ma, Edward A. Fox:
Link fusion: a unified link analysis framework for multi-type interrelated data objects. WWW 2004: 319-327 - [c1]Yi Liu, Benyu Zhang, Zheng Chen, Michael R. Lyu, Wei-Ying Ma:
Affinity rank: a new scheme for efficient web search. WWW (Alternate Track Papers & Posters) 2004: 338-339
Coauthor Index
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