Visual Navigation via Reinforcement Learning and Relational Reasoning. - Kang Zhou 003; Chi Guo; Huyin Zhang (SmartWorld/SCALCOM/UIC/ATC/IOP/SCI, 2021)

V-TransTDN: Visual Transformer Network for Target-Driven Navigation using Meta-reinforcement Learning. - Fei Li; Chi Guo; Kang Zhou 003; Huyin Zhang (SmartWorld/UIC/ScalCom/DigitalTwin/PriComp/Meta, 2022)

Improving indoor visual navigation generalization with scene priors and Markov relational reasoning. - Kang Zhou 003; Chi Guo; Huyin Zhang (Appl. Intell., 2022)

TransNav: spatial sequential transformer network for visual navigation. - Kang Zhou 003; Huyin Zhang; Fei Li (J. Comput. Des. Eng., 2022)

Relational attention-based Markov logic network for visual navigation. - Kang Zhou 003; Chi Guo; Huyin Zhang (J. Supercomput., 2022)

RTransNav: Relation-wise Transformer Network for More Successful Object Goal Navigation. - Kang Zhou 003; Chi Guo; Huyin Zhang; Wenfei Guo (AAMAS, 2023)

Optimal Graph Transformer Viterbi knowledge inference network for more successful visual navigation. - Kang Zhou 003; Chi Guo; Huyin Zhang; Bohan Yang 008 (Adv. Eng. Informatics, 2023)

Relation-wise transformer network and reinforcement learning for visual navigation. - Yu He; Kang Zhou 003 (Neural Comput. Appl., 2024)

Learning Heterogeneous Relation Graph and Value Regularization Policy for Visual Navigation. - Kang Zhou 003; Chi Guo; Wenfei Guo; Huyin Zhang (IEEE Trans. Neural Networks Learn. Syst., 2024)

Learning and grounding visual multimodal adaptive graph for visual navigation. - Kang Zhou 003; Jianping Wang 001; Weitao Xu; Linqi Song; Zaiqiao Ye; Chi Guo; Cong Li (Inf. Fusion, 2025)