47 citations · 151 across the 14 of their papers we have counts for
4 papers · 1 filter
Self-Supervised Reinforcement Learning that Transfers using Random Features
Boyuan Chen, Chuning Zhu, Pulkit Agrawal +2
Model-free reinforcement learning algorithms have exhibited great potential in solving single-task sequential decision-making problems with high-dimensional observations and long h…
Towards Training Reproducible Deep Learning Models
Boyuan Chen, Mingzhi Wen, Yong Shi +4
Reproducibility is an increasing concern in Artificial Intelligence (AI), particularly in the area of Deep Learning (DL). Being able to reproduce DL models is crucial for AI-based…
Towards a consistent interpretation of AIOps models
Yingzhe Lyu, Gopi Krishnan Rajbahadur, Dayi Lin +3
Artificial Intelligence for IT Operations (AIOps) has been adopted in organizations in various tasks, including interpreting models to identify indicators of service failures. To a…
Beyond Categorical Label Representations for Image Classification
Boyuan Chen, Yu Li, Sunand Raghupathi +1
We find that the way we choose to represent data labels can have a profound effect on the quality of trained models. For example, training an image classifier to regress audio labe…