From Representational Complementarity to Dual Systems: Synergizing VLM and Vision-Only Backbones for End-to-End Driving. - Sining Ang; Yuguang Yang 007; Chenxu Dang; Canyu Chen; Cheng Chi; Haiyan Liu; Xuanyao Mao; Jason Bao; Xuliang; Bingchuan Sun; Yan Wang 059 (CoRR, 2026)

PROSPECT: Unified Streaming Vision-Language Navigation via Semantic-Spatial Fusion and Latent Predictive Representation. - Zehua Fan; Wenqi Lyu; Wenxuan Song; Linge Zhao; Yifei Yang; Xi Wang; Junjie He; Lida Huang; Haiyan Liu; Bingchuan Sun; Guangjun Bao; Xuanyao Mao; et al. (CoRR, 2026)

Devil is in Narrow Policy: Unleashing Exploration in Driving VLA Models. - Canyu Chen; Yuguang Yang 007; Zhewen Tan; Yizhi Wang; Ruiyi Zhan; Haiyan Liu; Xuanyao Mao; Jason Bao; Xinyue Tang; Linlin Yang; Bingchuan Sun; Yan Wang 059; et al. (CoRR, 2026)

AR Forcing: Towards Long-Horizon Robot Navigation World Model. - Yifei Yang; Zehua Fan; Huan Li; Aoqi Wang; Lida Huang; Haibao Yu; Haiyan Liu; Xuanyao Mao; Jason Bao; Liang Xu; Bingchuan Sun; Yan Wang (CoRR, 2026)