Seeing Through the Chain: Understanding and Mitigating Hallucinations in Multimodal Large Reasoning Models
Hao Fang · Jinyu Li · Jiawei Kong · Tianqu Zhuang · Kuofeng Gao · Bin Chen · Shu-Tao Xia
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Hao Fang · Jinyu Li · Jiawei Kong · Tianqu Zhuang · Kuofeng Gao · Bin Chen · Shu-Tao Xia
Hao Fang · Xiaohang Sui · Hongyao Yu · Kuofeng Gao · Jiawei Kong · Sijin Yu · Bin Chen · Shu-Tao Xia
Diffusion models (DMs) have recently exhibited impressive generation capability. However, their training generally requires huge computational resources and large-scale datasets. To solve these, recent studies empower DMs with Retrieval-Augmented Generation (RAG), yielding retrieval-augmented dif...
Xiaoxiao Ma · Kuofeng Gao · Zeyi Lu · Wenxi Jiang · Hao Fang · Hao Wu · Bin Chen · Shu-Tao Xia
Key-Value (KV) caching is widely used in large language models (LLMs) to enable long-context inference efficiently, yet its security implications remain underexplored. We present the first systematic study of how KV cache compression interacts with jailbreak attacks, evaluating four model familie...
Shuoyang Sun · Jiaxin Hong · Yv Zhang · Kuofeng Gao · Hao Fang · Bin Chen · Shu-Tao Xia
3D Vision-Language Models (3D-VLMs) have emerged as the critical cognitive backbone for spatial intelligence, enabling precise reasoning over unstructured 3D data. While these models serve as the foundation for downstream robotics and embodied systems, their reliance on autoregressive decoding in...