Publications

Projects

Research projects, click for detail.

Approximate Nearest Neighbor Search on FPGA

Implement Hierarchical-Navigable-Small-World (HNSW) accelerator for Approximate-Nearest-Neighbor-Search.

Aggregation Group-by on FPGA

Design hash-based group-by aggregation for high cardinality with Content-Addressable-Memory (CAM) as cache.

Distributed Recommendation Inference on FPGA

Apply deep neural networks in personalized recommendation systems by optimizing memory access and computation together.