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Author

Xiaoyu Xu

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Aug 2026

Optimizing Few-Shot Novel View Synthesis with Human-Perceptual Preferences.

Human Perceptual Preference Optimization is introduced, a framework that incorporates human perceptual guidance into model training and mitigates distortions by regularizing training dynamics with perceptual preference cues, thereby reducing the reliance on extensive supervised views.

Xiaoyu Xu, Jie-Bin Yan, Sheyang Tang et al. · 0 citations
Preprint Aug 2026

RUTA: Principled Visual Token Allocation via Rate-Utility Optimization

This work introduces RUTA, a principled Rate-Utility Token Allocation method that performs pre-LLM reduction by jointly learning which tokens to retain and how many to allocate to each image-query pair, and is optimized with a penalized rate-utility objective that balances downstream task loss against expected token us...

Jiangyu Zou, Xiaoyu Xu, Zhihua Wang et al. · 0 citations

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