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Zihao Liu

3 papers indexed

arxivcs.ROcs.HC2026-07-31

STAGE: STyle-controllable Action GEneration for personalized autonomous driving

Zihao Liu, Xing Liu, Yizhai Zhang, Panfeng Huang

Driving style refers to the behavioral preferences that drivers maintain during driving, shaped by their diverse experiences, habits, and needs, and is typically reflected in varying levels of aggressiveness. If humans choose to use autonomous driving systems, they would expect t…

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arxivcs.CV2026-06-25

Qwen-Image-Agent: Bridging the Context Gap in Real-World Image Generation

Zekai Zhang, Jiahao Li, Jie Zhang, Kaiyuan Gao, Kun Yan, Lihan Jiang, et al.

While text-to-image (T2I) models have achieved remarkable progress, they struggle with real-world requests that are often underspecified, implicit, or dependent on up-to-date knowledge. We identify this challenge as the Context Gap: the mismatch between the user context and the s…

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