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Centimani: Enabling Fast AI Accelerator Selection for DNN Training with a Novel...USENIX ATC 20242024-07-10
Centimani builds a memory estimation model plus decoupled performance models and uses microbenchmarks and roofline-style measurements to pick batch size and…
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RIANN: Real-time Incremental Learning with Approximate Nearest Neighbor on Mobile DevicesOpML '202020-07-28
RIANN is an on-device system that builds graph-based ANN indexes with per-point, dynamic construction parameters and uses a trained statistical prediction…
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