Author

Taojie Zhu

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Preprint Oct 2026

UP-MOPD: Update Projection in Multi-Teacher On-Policy Distillation

On-policy distillation from multiple teachers combines expertise from different domains in a single student, but conflicting gradients can hinder this integration. Gradient corrections directly constrain parameter updates under plain SGD. With optimizers such as AdamW, however, momentum, adaptive scaling, and weight de...

Tao-Jie Zhu, Jing Jin, Yuan Xia et al. · 0 citations

Preprint Oct 2026

TRIM-ReID: Duplication-Aware Token Reduction and Modality-Aligned Interaction for Multi-Modal Object Re-Identification

Multi-modal object re-identification exploits complementary RGB, near-infrared (NIR), and thermal-infrared (TIR) observations to retrieve target objects. However, existing methods commonly employ visual encoders optimized for global image-text alignment and select tokens using learned importance scores. Such designs fa...

Wan-Ke Xia, Rui-Ding Zhu, Xing-Guo Xu et al. · 0 citations

Review Aug 2026

ConRub-Med: Reinforcement Learning with Consensus Rubrics for Open-Ended Medical Question Answering

ConRub-Med is introduced to preserve useful distinctions as rubric feedback moves from construction to policy optimization, and ranks first on six of nine benchmarks and achieves the highest medical and generalization averages.

Taojie Zhu, Yuan Xia, Tao Sun et al. · 0 citations