publications

2024

1. SC’24

   RecFlex: Enabling Feature Heterogeneity-Aware Optimization for Deep Recommendation Models with Flexible Schedules

   Zaifeng Pan, Zhen Zheng , Feng Zhang , Bing Xie , Ruofan Wu , Shaden Smith , Chuanjie Liu , Olatunji Ruwase , Xiaoyong Du , and Yufei Ding

   In SC24: International Conference for High Performance Computing, Networking, Storage and Analysis , 2024

   Bib

   @inproceedings{pan2024recflex,
     title = {RecFlex: Enabling Feature Heterogeneity-Aware Optimization for Deep Recommendation Models with Flexible Schedules},
     author = {Pan, Zaifeng and Zheng, Zhen and Zhang, Feng and Xie, Bing and Wu, Ruofan and Smith, Shaden and Liu, Chuanjie and Ruwase, Olatunji and Du, Xiaoyong and Ding, Yufei},
     booktitle = {SC24: International Conference for High Performance Computing, Networking, Storage and Analysis},
     year = {2024},
     organization = {IEEE}
   }

2023

1. SIGMOD’24

   BladeDISC: Optimizing dynamic shape machine learning workloads via compiler approach

   Zhen Zheng , Zaifeng Pan, Dalin Wang , Kai Zhu , Wenyi Zhao , Tianyou Guo , Xiafei Qiu , Minmin Sun , Junjie Bai , Feng Zhang , Xiaoyong Du , Jidong Zhai , and Wei Lin

   Proceedings of the ACM on Management of Data, 2023

   Bib PDF Code

   @article{zheng2023bladedisc,
     title = {BladeDISC: Optimizing dynamic shape machine learning workloads via compiler approach},
     author = {Zheng, Zhen and Pan, Zaifeng and Wang, Dalin and Zhu, Kai and Zhao, Wenyi and Guo, Tianyou and Qiu, Xiafei and Sun, Minmin and Bai, Junjie and Zhang, Feng and Du, Xiaoyong and Zhai, Jidong and Lin, Wei},
     journal = {Proceedings of the ACM on Management of Data},
     volume = {1},
     number = {3},
     pages = {1--29},
     year = {2023},
     publisher = {ACM New York, NY, USA}
   }

2. ASPLOS’23

   RECom: A Compiler Approach to Accelerating Recommendation Model Inference with Massive Embedding Columns

   Zaifeng Pan, Zhen Zheng , Feng Zhang , Ruofan Wu , Hao Liang , Dalin Wang , Xiafei Qiu , Junjie Bai , Wei Lin , and Xiaoyong Du

   In Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 4 , 2023

   🏆  Distinguished Artifact Award (presented at ASPLOS’24)

   Bib PDF Code

   @inproceedings{pan2023recom,
     title = {RECom: A Compiler Approach to Accelerating Recommendation Model Inference with Massive Embedding Columns},
     author = {Pan, Zaifeng and Zheng, Zhen and Zhang, Feng and Wu, Ruofan and Liang, Hao and Wang, Dalin and Qiu, Xiafei and Bai, Junjie and Lin, Wei and Du, Xiaoyong},
     booktitle = {Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 4},
     pages = {268--286},
     year = {2023}
   }

2021

1. ICDE’21

   G-TADOC: Enabling efficient GPU-based text analytics without decompression

   Feng Zhang , Zaifeng Pan, Yanliang Zhou , Jidong Zhai , Xipeng Shen , Onur Mutlu , and Xiaoyong Du

   In 2021 IEEE 37th International Conference on Data Engineering (ICDE) , 2021

   Bib PDF

   @inproceedings{zhang2021g,
     title = {G-TADOC: Enabling efficient GPU-based text analytics without decompression},
     author = {Zhang, Feng and Pan, Zaifeng and Zhou, Yanliang and Zhai, Jidong and Shen, Xipeng and Mutlu, Onur and Du, Xiaoyong},
     booktitle = {2021 IEEE 37th International Conference on Data Engineering (ICDE)},
     pages = {1679--1690},
     year = {2021},
     organization = {IEEE}
   }