Authors

Yilun Qiu

Publications 2

Preprint Open access

Revisit to Segment: Working Memory Distillation for Reasoning Segmentation

Cilin Yan, Yilun Qiu, Wanyang Zhang et al. · 2026

Multimodal large language models (MLLMs) have approached image segmentation by reasoning about visual content and predicting target locations. Their generated responses contain reasoning traces and localization proposals that can serve as working memory when revisiting the same image and query. Our exploration reveals …

Preprint Open access

Rubric-Aware On-Policy Self-Distillation for LLM Personalization

Yilun Qiu, Xiaoyan Zhao, Chengbing Wang et al. · 2026

LLM personalization aims to generate responses aligned with individual users' preferences and needs. User-specific rubrics make these expectations explicit, providing direct supervision on what a satisfactory answer should cover. Existing rubric-guided approaches, however, exploit such guidance only at a coarse granula …

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