3 papers
eess.SY2024
GENESIS-RL: GEnerating Natural Edge-cases with Systematic Integration of Safety considerations and Reinforcement Learning
Hsin-Jung Yang, Joe Beck, Md Zahid Hasan +4
In the rapidly evolving field of autonomous systems, the safety and reliability of the system components are fundamental requirements. These components are often vulnerable to comp…
cs.RO2024
Diagnosing and Predicting Autonomous Vehicle Operational Safety Using Multiple Simulation Modalities and a Virtual Environment
Joe Beck, Shean Huff, Subhadeep Chakraborty
Even as technology and performance gains are made in the sphere of automated driving, safety concerns remain. Vehicle simulation has long been seen as a tool to overcome the cost a…
cs.LG2024
Fully Embedded Time-Series Generative Adversarial Networks
Joe Beck, Subhadeep Chakraborty
Generative Adversarial Networks (GANs) should produce synthetic data that fits the underlying distribution of the data being modeled. For real valued time-series data, this implies…