ML systems
04-02, 16:10–17:50 (CET), Mees


Session chair: Haibo Chen

JABAS: Joint Adaptive Batching and Automatic Scaling for DNN Training on Heterogeneous GPUs
Gyeongchan Yun (UNIST), Junesoo Kang (UNIST), Hyunjoon Jeong (UNIST), Sanghyeon Eom (UNIST), Minsung Jang (Samsung SDS), Young-ri Choi (UNIST)
Paper

SpaceFusion: Advanced Deep Learning Operator Fusion via Space-Mapping Graph
Liang Zhu (Shanghai Jiao Tong University), Jianguo Yao (Shanghai Jiao Tong University), Haibing Guan (Shanghai Jiao Tong University)
Paper

Groot: Graph-Centric Row Reordering with Tree for Sparse Matrix Multiplications on Tensor Cores
YuAng Chen (The Chinese University of Hong Kong), Jiadong Xie (The Chinese University of Hong Kong), Siyi Teng (The Chinese University of Hong Kong), Wenqi Zeng (Hong Kong University of Science and Technology), Jeffrey Xu Yu (The Chinese University of Hong Kong)
Paper

SuperFE: A Scalable and Flexible Feature Extractor for ML-based Traffic Analysis Applications
Menghao Zhang (Beihang University), Guanyu Li (Tsinghua University), Cheng Guo (Tsinghua University), Renyu Yang (Beihang University), Shicheng Wang (Tsinghua University), Han Bao (Tsinghua University), Xiao Li (Tsinghua University), Mingwei Xu (Tsinghua University), Tianyu Wo (Beihang University), Chunming Hu (Beihang University)
Paper