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Lucian Busoniu

2 accepted papers

2021

ObserveNet Control: A Vision-Dynamics Learning Approach to Predictive Control in Autonomous Vehicles

RA-L 2021

A key component in autonomous driving is the ability of the self-driving car to understand, track and predict the dynamics of the surrounding environment. Although there is significant work in the area of object detection, tracking and observations prediction, there is no prior work demonstrating th

Cited by 9SourceScholar
2021

Spectral Normalisation for Deep Reinforcement Learning: An Optimisation Perspective

ICML 2021spotlight

Most of the recent deep reinforcement learning advances take an RL-centric perspective and focus on refinements of the training objective. We diverge from this view and show we can recover the performance of these developments not by changing the objective, but by regularising the value-function est…