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- research-articleJuly 2024
Mini-batching with Fused Training and Testing for Data Streams Processing on the Edge
- Reginaldo Luna,
- Guilherme Cassales,
- Bernhard Pfahringer,
- Albert Bifet,
- Heitor Murilo Gomes,
- Hermes Senger
CF '24: Proceedings of the 21st ACM International Conference on Computing FrontiersPages 51–60https://doi.org/10.1145/3649153.3649188Edge Computing (EC) has emerged as a solution to reduce energy demand and greenhouse gas emissions from digital technologies. EC supports low latency, mobility, and location awareness for delay-sensitive applications by bridging the gap between cloud ...
- research-articleJuly 2024
Sparse MTTKRP Acceleration for Tensor Decomposition on GPU
CF '24: Proceedings of the 21st ACM International Conference on Computing FrontiersPages 88–96https://doi.org/10.1145/3649153.3649187Sparse Matricized Tensor Times Khatri-Rao Product (spMTTKRP) is the bottleneck kernel of sparse tensor decomposition. In this work, we propose a GPU-based algorithm design to address the key challenges in accelerating spMTTKRP computation, including (1) ...