Author

Ze-Yan Liu

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Preprint Sep 2026

Reducing Speaker Residual by Considering Pinhole Effect in Voice Anonymization

A fine-tuning strategy with a pinhole loss for well-trained voice anonymization frameworks to further reduce residual speaker attributes in non-identity representations to improve privacy protection.

Ze-Yan Liu, Wei Jiang, Li-Ping Chen et al. · 0 citations

Preprint Aug 2026

presto: Efficient, Training-free, and Open-world Object Placement via Imaginary Search

This work reformulates open-world object placement as a heuristic search task guided by reasoning from a Multimodal Large Language Model (MLLM), and introduces Presto, a zero-shot, training-free framework that operates within an imaginary action space to iteratively refine object position and scale.

Weixuan Ding, Shang Liu, Han-Yu Pei et al. · 0 citations