Wencong Xiao

Most-cited papers

Gandiva: Introspective Cluster Scheduling for Deep Learning
Wencong Xiao, Romil Bhardwaj, R. Ramjee, Muthian Sivathanu +8 more
2018USENIX Symposium on Operating Systems Design and Implementation655 citations
Semantic Scholar
Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads
Myeongjae Jeon, S. Venkataraman, Amar Phanishayee, Junjie Qian +2 more
2019USENIX Annual Technical Conference523 citations
Semantic Scholar
AntMan: Dynamic Scaling on GPU Clusters for Deep Learning
Wencong Xiao, S. Ren, Yong Li, Yang Zhang +5 more
2020USENIX Symposium on Operating Systems Design and Implementation310 citations
Semantic Scholar
KV-Direct: High-Performance In-Memory Key-Value Store with Programmable NIC
Bojie Li, Zhenyuan Ruan, Wencong Xiao, Yuanwei Lu +4 more
2017Symposium on Operating Systems Principles290 citations
Semantic Scholar
Efficient and Effective Sparse LSTM on FPGA with Bank-Balanced Sparsity
Shi-Jie Cao, Chen Zhang, Zhuliang Yao, Wencong Xiao +5 more
2019Symposium on Field Programmable Gate Arrays181 citations
Semantic Scholar
GraM: scaling graph computation to the trillions
Ming Wu, Fan Yang, Ji-Long Xue, Wencong Xiao +5 more
2015ACM Symposium on Cloud Computing132 citations
Semantic Scholar
An Empirical Study on Program Failures of Deep Learning Jobs
Ru Zhang, Wencong Xiao, Hong-Yu Zhang, Yu Liu +2 more
2020International Conference on Software Engineering130 citations
Semantic Scholar
Balanced Sparsity for Efficient DNN Inference on GPU
Zhuliang Yao, Shi-Jie Cao, Wencong Xiao, Chen Zhang +1 more
2018AAAI Conference on Artificial Intelligence99 citations Open access
Semantic Scholar
FusionAD: Multi-modality Fusion for Prediction and Planning Tasks of Autonomous Driving
Teng-Ju Ye, Wei Jing, Chunyong Hu, Shikun Huang +10 more
2023arXiv.org97 citations Open access
Semantic Scholar
SeerNet: Predicting Convolutional Neural Network Feature-Map Sparsity Through Low-Bit Quantization
Shi-Jie Cao, Ling-Xiao Ma, Wencong Xiao, Chen Zhang +4 more
2019Computer Vision and Pattern Recognition80 citations
Semantic Scholar
Multi-tenant GPU Clusters for Deep Learning Workloads: Analysis and Implications
Myeongjae Jeon, S. Venkataraman, Amar Phanishayee, Junjie Qian +2 more
201871 citations
Semantic Scholar
Tux2: Distributed Graph Computation for Machine Learning
Wencong Xiao, Ji-Long Xue, You-Shan Miao, Z. Li +4 more
2017Symposium on Networked Systems Design and Implementation67 citations
Semantic Scholar
Zico: Efficient GPU Memory Sharing for Concurrent DNN Training
Gangmuk Lim, Jeongseob Ahn, Wencong Xiao, Youngjin Kwon +1 more
2021USENIX Annual Technical Conference66 citations
Semantic Scholar
Memory Efficient Loss Recovery for Hardware-based Transport in Datacenter
Yuanwei Lu, Guo Chen, Zhenyuan Ruan, Wencong Xiao +5 more
2017Asia-Pacific Workshop on Networking44 citations
Semantic Scholar
EasyScale: Elastic Training with Consistent Accuracy and Improved Utilization on GPUs
Mingzhen Li, Wencong Xiao, Hai-Long Yang, Biao Sun +8 more
2023International Conference for High Performance Computing, Networking, Storage and Analysis35 citations Open access
Semantic Scholar
GoldMiner: Elastic Scaling of Training Data Pre-Processing Pipelines for Deep Learning
Hanyu Zhao, Zhi Yang, Yu Cheng, Chao Tian +8 more
2023Proc. ACM Manag. Data22 citations Open access
Semantic Scholar
CoGNN: Efficient Scheduling for Concurrent GNN Training on GPUs
Qingxiao Sun, Yi Liu, Hai-Long Yang, Rui-Zhe Zhang +7 more
2022International Conference for High Performance Computing, Networking, Storage and Analysis17 citations
Semantic Scholar
Scheduling CPU for GPU-based Deep Learning Jobs
Wencong Xiao, Zhen-Hua Han, Hanyu Zhao, Xuan Peng +3 more
2018ACM Symposium on Cloud Computing13 citations
Semantic Scholar
Whale: Scaling Deep Learning Model Training to the Trillions
Xianyan Jia, Le Jiang, Ang Wang, J. Zhang +5 more
202111 citations
Semantic Scholar
MIGPerf: A Comprehensive Benchmark for Deep Learning Training and Inference Workloads on Multi-Instance GPUs
Huai-Zheng Zhang, Yuan-Ming Li, Wencong Xiao, Yi-Zheng Huang +6 more
2023arXiv.org10 citations Open access
Semantic Scholar
A novel reliability assessment method for distribution networks based on linear programming considering distribution automation and distributed generation
Junhui Li, Hui-Chao Kong, Wenzhong Wang, Liming Sun +2 more
2023IET Renewable Power Generation10 citations Open access
Semantic Scholar
BeamRaster: A Practical Fast Massive MU-MIMO System With Pre-Computed Precoders
Meng Meng, Wencong Xiao, Tong He, Yuechen Tao +3 more
2019IEEE Transactions on Mobile Computing10 citations
Semantic Scholar
EasyScale: Accuracy-consistent Elastic Training for Deep Learning
Mingzhen Li, Wencong Xiao, Biao Sun, Hanyu Zhao +8 more
2022arXiv.org9 citations Open access
Semantic Scholar
Medium—And Long-Term Load Forecasting Method for Group Objects Based on the Image Representation Learning
Daolu Zhang, Weiling Guan, Jiajun Yang, Huang Yu +2 more
2021Frontiers in Energy Research7 citations Open access
Semantic Scholar
Distributed Graph Computation Meets Machine Learning
Wencong Xiao, Ji-Long Xue, You-Shan Miao, Zhen Li +4 more
2020IEEE Transactions on Parallel and Distributed Systems7 citations
Semantic Scholar
AliGraph: An Industrial Graph Neural Network Platform
Kun Zhao, Wencong Xiao, Baole Ai, Wen Shen +3 more
20192 citations
Semantic Scholar
All You Need to Know about Scheduling Deep Learning Jobs
Wencong Xiao, Fan Yang, Li-Dong Zhou
20171 citations
Semantic Scholar
Focusing More on Conflicts with Mis-Predictions Helps Language Pre-Training
Chen Xing, Wencong Xiao, Yong Li, Wei Lin
2020arXiv.org0 citations
Semantic Scholar
PRmalloc: Leveraging Predictability for Deep Learning Memory Allocation
Wencong Xiao, S. Ren, Tongxuan Liu
20190 citations
Semantic Scholar
Optimization Mapping for Deep Learning
Wencong Xiao, Cheng Chen, You-Shan Miao, Ji-Long Xue +1 more
20180 citations
Semantic Scholar
Graph Computation for Machine Learning
Wencong Xiao, Ji-Long Xue, You-Shan Miao, Z. Li +4 more
20170 citations
Semantic Scholar