124 citations · 124 across the 3 of their papers we have counts for
4 papers
FlexVector: A SpMM Vector Processor with Flexible VRF for GCNs on Varying-Sparsity Graphs
Bohan Li, Shengmin Li, Xinyu Shi +3
Graph Convolutional Networks (GCNs) are widely adopted for tasks involving relational or graph-structured data and can be formulated as two-stage sparse-dense matrix multiplication…
pHNSW: PCA-Based Filtering to Accelerate HNSW Approximate Nearest Neighbor Search
Zheng Li, Guangyi Zeng, Paul Delestrac +2
Hierarchical Navigable Small World (HNSW) has demonstrated impressive accuracy and low latency for high-dimensional nearest neighbor searches. However, its high computational deman…
Hardware Architecture for Large Parallel Array of Random Feature Extractors applied to Image Recognition
Aakash Patil, Shanlan Shen, Enyi Yao +1
We demonstrate a low-power and compact hardware implementation of Random Feature Extractor (RFE) core. With complex tasks like Image Recognition requiring a large set of features,…
A 128 channel Extreme Learning Machine based Neural Decoder for Brain Machine Interfaces
Yi Chen, Enyi Yao, Arindam Basu
Currently, state-of-the-art motor intention decoding algorithms in brain-machine interfaces are mostly implemented on a PC and consume significant amount of power. A machine learni…