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05/10/2022
Training Personalized Recommendation Systems from (GPU) Scratch: Look Forward not Backwards
Personalized recommendation models (RecSys) are one of the most popular ...
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10/25/2020
Tensor Casting: Co-Designing Algorithm-Architecture for Personalized Recommendation Training
Personalized recommendations are one of the most widely deployed machine...
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05/12/2020
Centaur: A Chiplet-based, Hybrid Sparse-Dense Accelerator for Personalized Recommendations
Personalized recommendations are the backbone machine learning (ML) algo...
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11/15/2019
NeuMMU: Architectural Support for Efficient Address Translations in Neural Processing Units
To satisfy the compute and memory demands of deep neural networks, neura...
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08/08/2019
TensorDIMM: A Practical Near-Memory Processing Architecture for Embeddings and Tensor Operations in Deep Learning
Recent studies from several hyperscalars pinpoint to embedding layers as...
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02/18/2019
