Search Results for author: Junyao Guo

Found 2 papers, 0 papers with code

On-Device Machine Learning: An Algorithms and Learning Theory Perspective

no code implementations2 Nov 2019 Sauptik Dhar, Junyao Guo, Jiayi Liu, Samarth Tripathi, Unmesh Kurup, Mohak Shah

However, on-device learning is an expansive field with connections to a large number of related topics in AI and machine learning (including online learning, model adaptation, one/few-shot learning, etc.).

BIG-bench Machine Learning Few-Shot Learning +1

Is it Safe to Drive? An Overview of Factors, Challenges, and Datasets for Driveability Assessment in Autonomous Driving

no code implementations27 Nov 2018 Junyao Guo, Unmesh Kurup, Mohak Shah

Furthermore, by discussions of what driving scenarios are not covered by existing public datasets and what driveability factors need more investigation and data acquisition, this paper aims to encourage both targeted dataset collection and the proposal of novel driveability metrics that enhance the robustness of autonomous cars in adverse environments.

Autonomous Driving

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