44 citations · 139 across the 12 of their papers we have counts for
3 papers · 1 filter
MicroRec: Efficient Recommendation Inference by Hardware and Data Structure Solutions
Wenqi Jiang, Zhenhao He, Shuai Zhang +9
Deep neural networks are widely used in personalized recommendation systems. Unlike regular DNN inference workloads, recommendation inference is memory-bound due to the many random…
HyperLogLog Sketch Acceleration on FPGA
Amit Kulkarni, Monica Chiosa, Thomas B. Preußer +3
Data sketches are a set of widely used approximated data summarizing techniques. Their fundamental property is sub-linear memory complexity on the input cardinality, an important a…
Using DSP Slices as Content-Addressable Update Queues
Thomas B. Preußer, Monica Chiosa, Alexander Weiss +1
Content-Addressable Memory (CAM) is a powerful abstraction for building memory caches, routing tables and hazard detection logic. Without a native CAM structure available on FPGA d…