13 citations · 13 across the 10 of their papers we have counts for
4 papers · 1 filter
Dynamics-Aware Spatiotemporal Occupancy Prediction in Urban Environments
Maneekwan Toyungyernsub, Esen Yel, Jiachen Li +1
Detection and segmentation of moving obstacles, along with prediction of the future occupancy states of the local environment, are essential for autonomous vehicles to proactively…
Learning Enabled Fast Planning and Control in Dynamic Environments with Intermittent Information
Matthew Cleaveland, Esen Yel, Yiannis Kantaros +2
This paper addresses a safe planning and control problem for mobile robots operating in communication- and sensor-limited dynamic environments. In this case the robots cannot sense…
Backward Reachability Analysis of Neural Feedback Loops: Techniques for Linear and Nonlinear Systems
Nicholas Rober, Sydney M. Katz, Chelsea Sidrane +4
As neural networks (NNs) become more prevalent in safety-critical applications such as control of vehicles, there is a growing need to certify that systems with NN components are s…
Uncertainty-Aware Online Merge Planning with Learned Driver Behavior
Liam A. Kruse, Esen Yel, Ransalu Senanayake +1
Safe and reliable autonomy solutions are a critical component of next-generation intelligent transportation systems. Autonomous vehicles in such systems must reason about complex a…