| 2026 | ISCA | Revisiting Global Value Prediction: A Resurgent Complement to Local Predictors. | Ling Yang, Libo Huang, Zhong Zheng, Bingcai Sui, Sheng Ma, Yongwen Wang, Li Shen, Junhui Wang, Gang Chen, Qianming Yang, Songwen Pei, Weixia Xu |
| 2026 | ISCAS | LIRL-NoC: Long-Range Link Insertion Using Reinforcement Learning for Network-on-Chips. | Yiqun Lang, Tiejun Li, Yuhan Tang, Lizhou Wu, Sheng Ma, Jianmin Zhang, Yunping Zhao |
| 2025 | DAC | HIVE: A High-Priority Victim Cache for Accelerating GPU Memory Accesses. | Yuhan Tang, Jianmin Zhang, Sheng Ma, Tiejun Li, Hanqing Li, Shengbai Luo, Jixuan Tang, Lizhou Wu |
| 2025 | HPCC | HeadTile: A Scalable and Efficient Accelerator for Large Language Model Inference with 3D Memory Integration. | Qingshan Xue, Yihao Shi, Bo Wang, Shengbai Luo, Xueyi Zhang, Tiejun Li, Sheng Ma |
| 2025 | ICCAD | NeuroPDE: A Neuromorphic PDE Solver Based on Spintronic and Ferroelectric Devices. | Siqing Fu, Lizhou Wu, Tiejun Li, Chunyuan Zhang, Sheng Ma, Jianmin Zhang, Yuhan Tang, Jixuan Tang |
| 2024 | ICCD | HPA: A Hybrid Data Flow for PIM Architectures. | Sheng Ma, Yunping Zhao, Yuhua Tang, Yi Dai |
| 2023 | ICA3PP | Optimizing the Parallelism of Communication and Computation in Distributed Training Platform. | Xiang Hou, Yuan Yuan, Sheng Ma, Rui Xu, Bo Wang, Tiejun Li, Wei Jiang, Lizhou Wu, Jianmin Zhang |
| 2023 | ICA3PP | Absorb: Deadlock Resolution for 2.5D Modular Chiplet Based Systems. | Yi Yang, Tiejun Li, Yi Dai, Bo Wang, Sheng Ma, Yanqiang Sun |
| 2023 | ICA3PP | A Hybrid Kernel Pruning Approach for Efficient and Accurate CNNs. | Xiao Yi, Bo Wang, Shengbai Luo, Tiejun Li, Lizhou Wu, Jianmin Zhang, Kenli Li, Sheng Ma |
| 2022 | DATE | Full-credit Flow Control: A Novel Technique to Implement Deadlock-free Adaptive Routing. | Yi Dai, Kai Lu, Sheng Ma, Junsheng Chang |
| 2022 | ICA3PP | PipeFB: An Optimized Pipeline Parallelism Scheme to Reduce the Peak Memory Usage. | Wei Jiang, Bo Wang, Sheng Ma, Xiang Hou, Libo Huang, Yi Dai, Jianbin Fang |
| 2022 | ICA3PP | SparG: A Sparse GEMM Accelerator for Deep Learning Applications. | Bo Wang, Sheng Ma, Yuan Yuan, Yi Dai, Wei Jiang, Xiang Hou, Xiao Yi, Rui Xu |
| 2022 | NPC | Optimizing Winograd Convolution on GPUs via Partial Kernel Fusion. | Gan Tong, Run Yan, Ling Yang, Mengqiao Lan, Jing Zhang, Yuanhu Cheng, Wentao Ma, Yashuai L, Sheng Ma, Libo Huang |
| 2022 | NPC | SADD: A Novel Systolic Array Accelerator with Dynamic Dataflow for Sparse GEMM in Deep Learning. | Bo Wang, Sheng Ma, Zhong Liu, Libo Huang, Yuan Yuan, Yi Dai |
| 2022 | NPC | Adaptive Low-Cost Loop Expansion for Modulo Scheduling. | Hongli Zhong, Zhong Liu, Sheng Liu, Sheng Ma, Chen Li |
| 2021 | DATE | HeSA: Heterogeneous Systolic Array Architecture for Compact CNNs Hardware Accelerators. | Rui Xu, Sheng Ma, Yaohua Wang, Yang Guo |
| 2021 | ISPA | MiniMCTAD: Minimalist Monte Carlo Transport Architecture Design. | Siqing Fu, Tiejun Li, Jianmin Zhang, Sheng Ma, Sheng Liu |
| 2021 | ISPA | Co-designing the Topology/Algorithm to Accelerate Distributed Training. | Xiang Hou, Rui Xu, Sheng Ma, Qiong Wang, Wei Jiang, Hongyi Lu |
| 2021 | ISPA | A Memory Saving Mechanism Based on Data Transferring for Pipeline Parallelism. | Wei Jiang, Rui Xu, Sheng Ma, Qiong Wang, Xiang Hou, Hongyi Lu |
| 2020 | ICCD | CMSA: Configurable Multi-directional Systolic Array for Convolutional Neural Networks. | Rui Xu, Sheng Ma, Yaohua Wang, Yang Guo |
| 2020 | NPC | Accelerating Large-Scale Deep Convolutional Neural Networks on Multi-core Vector Accelerators. | Zhong Liu, Sheng Ma, Cheng Li, Haiyan Chen |
| 2019 | DAC | Surf-Bless: A Confined-interference Routing for Energy-Efficient Communication in NoCs. | Peng Wang, Sobhan Niknam, Sheng Ma, Zhiying Wang, Todor P. Stefanov |
| 2019 | DATE | Improving the DRAM Access Efficiency for Matrix Multiplication on Multicore Accelerators. | Sheng Ma, Yang Guo, Shenggang Chen, Libo Huang, Zhiying Wang |
| 2019 | DSD | EVC-Based Power Gating Approach to Achieve Low-Power and High Performance NoC. | Peng Wang, Sobhan Niknam, Sheng Ma, Zhiying Wang, Todor P. Stefanov |
| 2019 | HPCC | The Implementation and Optimization of Parallel Linpack on Multi-Core Vector Accelerator. | Zhong Liu, Xi Tian, Sheng Ma |
| 2019 | HPCC | A Dynamic Bypass Approach to Realize Power Efficient Network-on-Chip. | Peng Wang, Sobhan Niknam, Sheng Ma, Zhiying Wang, Todor P. Stefanov |
| 2019 | ISCAS | An Efficient Direct Memory Access (DMA) Controller for Scientific Computing Accelerators. | Sheng Ma, Libo Huang, Yuanwu Lei, Yang Guo, Zhiying Wang |
| 2018 | ICA3PP | VISU: A Simple and Efficient Cache Coherence Protocol Based on Self-updating. | Ximing He, Sheng Ma, Wenjie Liu, Sijiang Fan, Libo Huang, Zhiying Wang, Zhanyong Zhou |
| 2018 | ICA3PP | Accelerating CNNs Using Optimized Scheduling Strategy. | Rui Xu, Sheng Ma, Wenwu Li, Yang Guo |
| 2018 | ISCAS | Adaptive VC Partitioning for NoCs in GPGPUs. | Sheng Ma, Hongyi Lu, Libo Huang, Li Shen, Yang Guo, Zhiying Wang, Wenliang Xue |
| 2018 | ISPA | Improving Branch Prediction Accuracy on Multi-Core Architectures for Big Data. | Qi Yu, Libo Huang, Hui Guo, Cheng Qian, Sheng Ma, Zhiying Wang |
| 2017 | NPC | Improving Branch Prediction for Thread Migration on Multi-core Architectures. | Tan Zhang, Chaobing Zhou, Libo Huang, Nong Xiao, Sheng Ma |
| 2016 | ASPDAC | A high performance reliable NoC router. | Lu Wang, Sheng Ma, Zhiying Wang |
| 2016 | DAC | A low-cost conflict-free NoC for GPGPUs. | Xia Zhao, Sheng Ma, Yuxi Liu, Lieven Eeckhout, Zhiying Wang |
| 2016 | ICCD | DLL: A dynamic latency-aware load-balancing strategy in 2.5D NoC architecture. | Chen Li, Sheng Ma, Lu Wang, Zicong Wang, Xia Zhao, Yang Guo |
| 2016 | ICCD | A heterogeneous low-cost and low-latency Ring-Chain network for GPGPUs. | Xia Zhao, Sheng Ma, Chen Li, Lieven Eeckhout, Zhiying Wang |
| 2016 | IGARSS | Monitoring of sinking flux of ocean particulate organic carbon using remote sensing methods. | Zui Tao, Tingting Lv, Xiang Zhou, Sheng Ma, Xiangbing Kong |
| 2015 | ASPDAC | Adaptive remaining hop count flow control: Consider the interaction between packets. | Peng Wang, Sheng Ma, Hongyi Lu, Zhiying Wang, Chen Li |
| 2014 | PDP | Selective Extension of Routing Algorithms Based on Turn Model. | Yongqing Wang, Liquan Xiao, Sheng Ma, Zhengbin Pang, Kefei Wang |
| 2012 | HPCA | Supporting efficient collective communication in NoCs. | Sheng Ma, Natalie D. Enright Jerger, Zhiying Wang |
| 2012 | HPCA | Whole packet forwarding: Efficient design of fully adaptive routing algorithms for networks-on-chip. | Sheng Ma, Natalie D. Enright Jerger, Zhiying Wang |
| 2011 | ISCA | DBAR: an efficient routing algorithm to support multiple concurrent applications in networks-on-chip. | Sheng Ma, Natalie D. Enright Jerger, Zhiying Wang |
| 2010 | HPCA | SIF: Overcoming the limitations of SIMD devices via implicit permutation. | Libo Huang, Li Shen, Zhiying Wang, Wei Shi, Nong Xiao, Sheng Ma |
| 2006 | ICDM | Fast Relevance Discovery in Time Series. | Chang-Shing Perng, Haixun Wang, Sheng Ma |
| 2006 | ICDM | Recommendation on Item Graphs. | Fei Wang, Sheng Ma, Liuzhong Yang, Tao Li |
| 2006 | ICDM | TOP-COP: Mining TOP-K Strongly Correlated Pairs in Large Databases. | Hui Xiong, Mark Brodie, Sheng Ma |
| 2005 | IM | Test-based diagnosis: tree and matrix representations. | Alina Beygelzimer, Mark Brodie, Sheng Ma, Irina Rish |
| 2005 | IM | Data-driven monitoring design of service level and resource utilization. | Chang-Shing Perng, Sheng Ma, S. Lin, David Thoenen |
| 2005 | KDD | An integrated framework on mining logs files for computing system management. | Tao Li, Feng Liang, Sheng Ma, Wei Peng |
| 2005 | SDM | Statictical Models for Unequally Spaced Time Series. | Alina Beygelzimer, Emre Erdogan, Sheng Ma, Irina Rish |
| 2004 | CIKM | On combining multiple clusterings. | Tao Li, Mitsunori Ogihara, Sheng Ma |
| 2004 | ICDM | Mining Temporal Patterns Without Predefined Time Windows. | Tao Li, Sheng Ma |
| 2004 | ICML | Entropy-based criterion in categorical clustering. | Tao Li, Sheng Ma, Mitsunori Ogihara |
| 2004 | NOMS | Real-time problem determination in distributed systems using active probing. | Irina Rish, Mark Brodie, Natalia Odintsova, Sheng Ma, Genady Grabarnik |
| 2004 | SIGIR | Document clustering via adaptive subspace iteration. | Tao Li, Sheng Ma, Mitsunori Ogihara |
| 2004 | SDM | Subspace Clustering of High Dimensional Data. | Carlotta Domeniconi, Dimitris Papadopoulos, Dimitrios Gunopulos, Sheng Ma |
| 2004 | SDM | IFD: Iterative Feature and Data Clustering. | Tao Li, Sheng Ma |
| 2003 | ICDM | Is random model better? On its accuracy and efficiency. | Wei Fan, Haixun Wang, Philip S. Yu, Sheng Ma |
| 2003 | IJCAI | Active Probing Strategies for Problem Diagnosis in Distributed Systems. | Mark Brodie, Irina Rish, Sheng Ma, Natalia Odintsova |
| 2003 | KDD | Data-driven validation, completion and construction of event relationship networks. | Chang-Shing Perng, David Thoenen, Genady Grabarnik, Sheng Ma, Joseph L. Hellerstein |
| 2003 | KDD | Critical event prediction for proactive management in large-scale computer clusters. | Ramendra K. Sahoo, Adam J. Oliner, Irina Rish, Manish Gupta, Jos E. Moreira, Sheng Ma, Ricardo Vilalta, Anand Sivasubramaniam |
| 2002 | AAAI | Accuracy vs. Efficiency Trade-offs in Probabilistic Diagnosis. | Irina Rish, Mark Brodie, Sheng Ma |
| 2002 | ICDM | Progressive and Interactive Analysis of Event Data Using Event Miner. | Sheng Ma, Joseph L. Hellerstein, Chang-Shing Perng, Genady Grabarnik |
| 2002 | ICDM | User-directed Exploration of Mining Space with Multiple Attributes. | Chang-Shing Perng, Haixun Wang, Sheng Ma, Joseph L. Hellerstein |
| 2002 | ICDM | Predicting Rare Events In Temporal Domains. | Ricardo Vilalta, Sheng Ma |
| 2002 | ICDM | Mining Associations by Pattern Structure in Large Relational Tables. | Haixun Wang, Chang-Shing Perng, Sheng Ma, Philip S. Yu |
| 2002 | SDM | Discovering Fully Dependent Patterns. | Feng Liang, Sheng Ma, Joseph L. Hellerstein |
| 2001 | ICDE | Mining Partially Periodic Event Patterns with Unknown Periods. | Sheng Ma, Joseph L. Hellerstein |
| 2001 | ICDM | Mining Mutually Dependent Patterns. | Sheng Ma, Joseph L. Hellerstein |
| 2001 | ICDM | FARM: A Framework for Exploring Mining Spaces with Multiple Attributes. | Chang-Shing Perng, Haixun Wang, Sheng Ma, Joseph L. Hellerstein |
| 2001 | IM | Towards Discovery of Event Correlation Rules. | Luanne Burns, Joseph L. Hellerstein, Sheng Ma, Chang-Shing Perng, David A. Rabenhorst, David J. Taylor |
| 2001 | KDD | Fast ordering of large categorical datasets for better visualization. | Alina Beygelzimer, Chang-Shing Perng, Sheng Ma |
| 2000 | GLOBECOM | Comparison of the independent wavelet models to network traffic. | Xusheng Tian, Sheng Ma, Chuanyi Ji |
| 1999 | INFOCOM | Approximation Capability of Independent Wavelet Models to Heterogeneous Network Traffic. | Chuanyi Ji, Sheng Ma, Xusheng Tian |
| 1998 | INFOCOM | Modeling Video Traffic in the Wavelet Domain. | Sheng Ma, Chuanyi Ji |