21 citations · 31 across the 4 of their papers we have counts for
4 papers
Shift-BNN: Highly-Efficient Probabilistic Bayesian Neural Network Training via Memory-Friendly Pattern Retrieving
Qiyu Wan, Haojun Xia, Xingyao Zhang +3
Bayesian Neural Networks (BNNs) that possess a property of uncertainty estimation have been increasingly adopted in a wide range of safety-critical AI applications which demand rel…
Randomness In Neural Network Training: Characterizing The Impact of Tooling
Donglin Zhuang, Xingyao Zhang, Shuaiwen Leon Song +1
The quest for determinism in machine learning has disproportionately focused on characterizing the impact of noise introduced by algorithmic design choices. In this work, we addres…
A Graph Representation of Semi-structured Data for Web Question Answering
Xingyao Zhang, Linjun Shou, Jian Pei +3
The abundant semi-structured data on the Web, such as HTML-based tables and lists, provide commercial search engines a rich information source for question answering (QA). Differen…
Enabling Highly Efficient Capsule Networks Processing Through A PIM-Based Architecture Design
Xingyao Zhang, Shuaiwen Leon Song, Chenhao Xie +3
In recent years, the CNNs have achieved great successes in the image processing tasks, e.g., image recognition and object detection. Unfortunately, traditional CNN's classification…