Author

Yi-Bin Huang

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#artificial intelligence Preprint Sep 2026

TIDE: Teacher-Student Transition via Informative Distillation and Exploration for Agentic RL

Effective multi-turn agents require interaction strategies that coordinate information gathering, actions, and feedback over long horizons. GRPO is a reinforcement learning algorithm used to train these agents, but sparse trajectory-level rewards limit early exploration in small models. Recent methods augment RL with o...

Yi-Bin Huang, Xin-Ming Xu, Cong-Hui Zhu · 0 citations

Preprint Aug 2026

SPAE: Spectrally Guided Autoencoder for Pretrained Visual Latents

SPAE employs a compact bottleneck to distill stable semantic information while suppressing high-frequency components, thereby improving the alignment between DiT-generated latents and encoder latents, and achieves a favorable balance among visual understanding, generation quality, and reconstruction fidelity.

Yi-Bin Huang, Ji-Xiang Hong, Zongzhao Li et al. · 0 citations