Multi-step first: A lightweight deep reinforcement learning strategy for robust continuous control with partial observability

Jul 1, 2026·
Lingheng Meng
Lingheng Meng
,
Rob Gorbet
,
Michael Burke
,
Dana Kulić
· 0 min read
Type
Publication
Neural Networks, vol. 199, p. 108521
publications
Lingheng Meng
Authors
CERC Postdoctoral Fellow
I am a CSIRO Early Research Career (CERC) Postdoctoral Fellow at CSIRO Technology and an Adjunct Lecturer in Electrical and Computer Systems Engineering at Monash University. My research asks how to make robots that learn from and act alongside people robust and trustworthy in real-world deployment. I work on deep reinforcement learning, preference learning, and human-robot interaction, applied to manipulation, legged locomotion, and assistive robotics. I received my PhD from the University of Waterloo in 2023.
Authors