Papers

CoTA++: Understanding the Repeat Curse in dMLLMs from an Information Flow Perspective

Qiyan Zhao, Xiaofeng Zhang, Xu-Yao Zhang, Shijie Han, Zhepeng Li, Shunzhi Zhu, Da-Han Wang

Coalition-Aware Skill Reliability for Self-Evolving Agents

Qiyan Zhao, Xiaofeng Zhang, Bo Liu, Minda Chen, Wei Xiong, Jingyang Chen, Guanting Ye, Wenhao Yu, Xiaosong Yuan, Shijie Han, Da-Han Wang, Jianmin Ji, Fei Huang, Xu-Yao Zhang

Context Tokens are Anchors: Understanding the Repeat Curse in dMLLMs from an Information Flow Perspective

Qiyan Zhao*, Xiaofeng Zhang*, Shuochen Chang, Qianyu Chen, Xiaosong Yuan, Xuhang Chen, Luoqi Liu, Jiajun Zhang, Xu-Yao Zhang, Da-Han Wang

Hallucination Begins Where Saliency Drops

Xiaofeng Zhang, Yuanchao Zhu, Chaochen Gu, Xiaosong Yuan, Qiyan Zhao, Jiawei Cao, Feilong Tang, Sinan Fan, Yaomin Shen, Chen Shen, Hao Tang

Context-Aware Cluster Decoding: Semantic Anchor-Driven Coherence in dMLLMs

Yikai Zhao, Qiyan Zhao, Jiaquan Zhang, Xiaofeng Zhang, Xiaosong Yuan, Pengzhou Cheng

SoPE: Spherical Coordinate-Based Positional Embedding for Enhancing Spatial Perception of 3D LVLMs

Koon-Ting Yip*, Qiyan Zhao*, Wenhao Yu, Liangyu Yuan, Mingkai Li, Xiaofeng Zhang, Jianmin Ji, Yanyong Zhang, Qing Jiang, Ka-Veng Yuen

C²RoPE: Causal Continuous Rotary Positional Encoding for 3D Large Multimodal Models Reasoning

Koon-Ting Yip, Qiyan Zhao, Wenhao Yu, Xiaofeng Zhang, Jianmin Ji, Yanyong Zhang, Ka-Veng Yuen

Embodied Chain-of-Thought Model via Interleaved Reasoning

Bo Liu, Qiyan Zhao, Liming Zhang, Yuhan Wang, Yong Liu

TokenPenalty: Alleviating Attention Sinks and Positional Decay in LVLMs

Xiaofeng Zhang, Yuanchao Zhu, Qiyan Zhao, Xiaosong Yuan, Jiawei Cao, Xuhang Chen

Fixing Semantic Blind Spots in Anchor Tokens of dMLLMs

Ruixuan Xu, Jiexi Xu, Qiyan Zhao, Xiaofeng Zhang

MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models

Qiyan Zhao*, Xiaofeng Zhang*, Yiheng Li, Yun Xing, Xiaosong Yuan, Feilong Tang, Sinan Fan, Xuhang Chen, Da-Han Wang, Xu-Yao Zhang