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- research-articleApril 2024
MTM: Rethinking Memory Profiling and Migration for Multi-Tiered Large Memory
EuroSys '24: Proceedings of the Nineteenth European Conference on Computer SystemsPages 803–817https://doi.org/10.1145/3627703.3650075Multi-terabyte large memory systems are often characterized by more than two memory tiers with different latency and bandwidth. Multi-tiered large memory systems call for rethinking of memory profiling and migration because of the unique problems unseen ...
- research-articleApril 2024
WiseGraph: Optimizing GNN with Joint Workload Partition of Graph and Operations
- Kezhao Huang,
- Jidong Zhai,
- Liyan Zheng,
- Haojie Wang,
- Yuyang Jin,
- Qihao Zhang,
- Runqing Zhang,
- Zhen Zheng,
- Youngmin Yi,
- Xipeng Shen
EuroSys '24: Proceedings of the Nineteenth European Conference on Computer SystemsPages 1–17https://doi.org/10.1145/3627703.3650063Graph Neural Network (GNN) has emerged as an important workload for learning on graphs. With the size of graph data and the complexity of GNN model architectures increasing, developing an efficient GNN system grows more important. As GNN has heavy neural ...