Publications

Detecting Violations of Physical Common Sense in Images: A Challenge Dataset and Effective Model

Weibin Wu, Zitong Wang, Zhengjie Luo, Wenqing Chen, Zibin Zheng

First student author

ACM Multimedia 2025 (CCF-A)

Delta-K: Boosting Multi-Instance Generation via Cross-Attention Augmentation

Zitong Wang, Zijun Shen, Haohao Xu, Zhengjie Luo, Weibin Wu

arXiv preprint

PonderLM-2: Pretraining LLM with Latent Thoughts in Continuous Space

Boyi Zeng, He Li, Shixiang Song, Yixuan Wang, Zitong Wang, Ziwei He, Xinbing Wang, Zhouhan Lin

ICML 2026 Spotlight (top 2.2%)

Every Step a Thought: Implicit Visual Reasoning in Diffusion Language Models

Zitong Wang, Haohao Xu, Zijun Shen, Weibin Wu, Zibin Zheng

Under review

AdaPonderLM: Gated Pondering Language Models with Token-Wise Adaptive Depth

Shixiang Song, He Li, Zitong Wang, Boyi Zeng, Feichen Song, Yixuan Wang, Ziwei He, Zhouhan Lin

arXiv preprint

Pretraining with Token-Level Adaptive Latent Chain-of-Thought

Boyi Zeng, Yiqin Hao, He Li, Shixiang Song, Feichen Song, Zitong Wang, Siyuan Huang, Yi Xu, Ziwei He, Xinbing Wang, Zhouhan Lin

arXiv preprint