81 citations · 94 across the 4 of their papers we have counts for
4 papers
Co-design Hardware and Algorithm for Vector Search
Wenqi Jiang, Shigang Li, Yu Zhu +8
Vector search has emerged as the foundation for large-scale information retrieval and machine learning systems, with search engines like Google and Bing processing tens of thousand…
Switch Spaces: Learning Product Spaces with Sparse Gating
Shuai Zhang, Yi Tay, Wenqi Jiang +2
Learning embedding spaces of suitable geometry is critical for representation learning. In order for learned representations to be effective and efficient, it is ideal that the geo…
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…
Dynamic Sampling and Selective Masking for Communication-Efficient Federated Learning
Shaoxiong Ji, Wenqi Jiang, Anwar Walid +1
Federated learning (FL) is a novel machine learning setting that enables on-device intelligence via decentralized training and federated optimization. Deep neural networks' rapid d…