Learning Model Predictive Controllers with Real-Time Attention for Real-World Navigation

Xuesu Xiao, Tingnan Zhang, Krzysztof Marcin Choromanski, Tsang-Wei Edward Lee, Anthony G. Francis, Jake Varley, Stephen Tu, Sumeet Singh, Peng Xu, Fei Xia, Sven Mikael Persson, Dmitry Kalashnikov, Leila Takayama, Roy Frostig, Jie Tan, Carolina Parada, Vikas Sindhwani. Learning Model Predictive Controllers with Real-Time Attention for Real-World Navigation. In Karen Liu, Dana Kulic, Jeffrey Ichnowski, editors, Conference on Robot Learning, CoRL 2022, 14-18 December 2022, Auckland, New Zealand. Volume 205 of Proceedings of Machine Learning Research, pages 1708-1721, PMLR, 2022. [doi]

Abstract

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