1 code implementation • 30 Oct 2017 • Yao Ming, Shaozu Cao, Ruixiang Zhang, Zhen Li, Yuanzhe Chen, Yangqiu Song, Huamin Qu
We propose a technique to explain the function of individual hidden state units based on their expected response to input texts.
1 code implementation • 17 Jul 2018 • Yao Ming, Huamin Qu, Enrico Bertini
With the growing adoption of machine learning techniques, there is a surge of research interest towards making machine learning systems more transparent and interpretable.
1 code implementation • 13 Feb 2019 • Qianwen Wang, Yao Ming, Zhihua Jin, Qiaomu Shen, Dongyu Liu, Micah J. Smith, Kalyan Veeramachaneni, Huamin Qu
To guide the design of ATMSeer, we derive a workflow of using AutoML based on interviews with machine learning experts.
2 code implementations • 23 Jul 2019 • Yao Ming, Panpan Xu, Huamin Qu, Liu Ren
The prediction is obtained by comparing the inputs to a few prototypes, which are exemplar cases in the problem domain.
no code implementations • 19 Aug 2020 • Furui Cheng, Yao Ming, Huamin Qu
With machine learning models being increasingly applied to various decision-making scenarios, people have spent growing efforts to make machine learning models more transparent and explainable.
no code implementations • 22 Nov 2020 • Zhihua Jin, Yong Wang, Qianwen Wang, Yao Ming, Tengfei Ma, Huamin Qu
Two case studies and interviews with domain experts demonstrate the effectiveness of GNNLens in facilitating the understanding of GNN models and their errors.
no code implementations • 18 Jul 2021 • Xingbo Wang, Yao Ming, Tongshuang Wu, Haipeng Zeng, Yong Wang, Huamin Qu
Despite being a critical communication skill, grasping humor is challenging -- a successful use of humor requires a mixture of both engaging content build-up and an appropriate vocal delivery (e. g., pause).
no code implementations • 5 Jan 2023 • Alexander Spangher, Xinyu Hua, Yao Ming, Nanyun Peng
While GPT-2 generates sentences that are remarkably human-like, longer documents can ramble and do not follow human-like writing structure.