2 papers
cs.AR2026
RecFlash: Fast Recommendation System on In-Storage Computing with Frequency-Based Data Mapping
Jangho Baik, Sunghyun Kim, Gisan Ji +2
Recommendation system has gained a large popularity for a variety of personalized suggestion tasks, but the ever-increasing number of user data makes real-time processing of recomm…
cs.DC2024
GraphPipe: Improving Performance and Scalability of DNN Training with Graph Pipeline Parallelism
Byungsoo Jeon, Mengdi Wu, Shiyi Cao +11
Deep neural networks (DNNs) continue to grow rapidly in size, making them infeasible to train on a single device. Pipeline parallelism is commonly used in existing DNN systems to s…