Certified defenses against adversarial examples

A Raghunathan, J Steinhardt, P Liang - arXiv preprint arXiv:1801.09344, 2018 - arxiv.org
While neural networks have achieved high accuracy on standard image classification
benchmarks, their accuracy drops to nearly zero in the presence of small adversarial …

Scalable end-to-end autonomous vehicle testing via rare-event simulation

M O'Kelly, A Sinha, H Namkoong… - Advances in neural …, 2018 - proceedings.neurips.cc
While recent developments in autonomous vehicle (AV) technology highlight substantial
progress, we lack tools for rigorous and scalable testing. Real-world testing, the de facto …

Automatic generation of safety-critical test scenarios for collision avoidance of road vehicles

M Althoff, S Lutz - 2018 IEEE Intelligent Vehicles Symposium …, 2018 - ieeexplore.ieee.org
It is apparent that one cannot rely solely on physical test drives for ensuring the correct
functionality of autonomous vehicles. Since physical test drives are costly and time …

Rosch: real-time scheduling framework for ros

Y Saito, F Sato, T Azumi, S Kato… - 2018 IEEE 24th …, 2018 - ieeexplore.ieee.org
This paper presents a real-time scheduling framework for the robot operating system (ROS)
called ROSCH. ROS is an open-source software platform and a meta-operating system …