Author

Yang Zhou

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Jul 2026

DS-MTNet:Structured Multi-Task EEG Decoding for Human-Machine Collaboration

The Decomposed-Source Multi-Task Network (DS-MTNet), a structured multi-task EEG decoding framework, is proposed, which provides a computational step toward incorporating operator-related neural evidence into machine perception in HMC.

Xinjia Yu, Yang Zhou, Jing Yang et al. · arXiv.org · 0 citations

Preprint Aug 2026

Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs

Experimental results show that DEFT-RLVR improves AD reasoning while preserving or even enhancing general visual capabilities, and Autonomous-Driving Multiple-Choice Question (AD-MCQ) provides a flexible, scalable, and extensible foundation for future research on verifiable AD reasoning.

Zi-Xuan Huang, Yang Zhou, Kai-Xuan Wang et al. · 0 citations