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Chang Liu

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Preprint Sep 2026

ORAV: Benchmarking Audio-Video Generation from Multimodal Contexts

Audio-video generation using heterogeneous multimodal references has emerged as a new challenge, requiring both compositional control over generation and grounded understanding of multimodal context. In this paper, we introduce ORAV Bench for Omni Reference Audio-Video Generation, comprising 380 task instances with 2-1...

Jia-Cheng Hua, Xiao-Kun Feng, Jia-Qi Hua et al. · 0 citations
Jul 2026

PAGE: Towards Practical Human-level Gaze Target Estimation

The architectural improvements and novel training recipe allow PaGE to achieve state-of-the-art performance on several gaze estimation tasks, outperforming humans in 7 out of 9 metrics while reducing the human-AI gap by at least 60% in the remaining 2.

Zhou-Tong Ye, Cheng-Wen Zhang, Zhai-Bin Cui et al. · 0 citations

U-Lens: Supporting User Uncertainty Management in Long-Form LLM Responses

U-Lens improves verification efficiency and effort allocation, reduced perceived workload, and strengthened support across all three stages of uncertainty management, and reframes uncertainty support for generative AI from text-centered cues to a user-centered process of interpreting, evaluating, and acting on uncertai...

Yu Mei, Qingyue Zhuang, Jie Cai et al. · 0 citations

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