Jian Lou (娄坚)

Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning.

Lin Li, Jiawei Huang, Qihao Quan, Dan Li, Boxin Li, Xiao Zhang, Erli Meng, Wenjie Feng, Jian Lou, See-Kiong Ng

SafeAdapt: Safety Alignment with Adaptive Thinking Allocation for Large Reasoning Models.

Jiazheng Song, Junxu Liu, Jinfei Liu, Jian Lou

Time Series Reasoning via Process-Verifiable Thinking Data Synthesis and Scheduling for Tailored LLM Reasoning.

Jiahui Zhou, Dan Li, Boxin Li, Xiao Zhang, Erli Meng, Lin Li, Zhuomin Chen, Jian Lou, See-Kiong Ng

Understanding and Preserving Safety in Fine-Tuned LLMs.

Jiawen Zhang, Yangfan Hu, Kejia Chen, Lipeng He, Jiachen Ma, Jian Lou, Dan Li, Jian Liu, Xiaohu Yang, Ruoxi Jia

Safeguarding Multimodal Knowledge Copyright in the RAG-as-a-Service Environment.

Tianyu Chen, Jian Lou, Wenjie Wang

Safety at One Shot: Patching Fine-Tuned LLMs with A Single Instance.

Jiawen Zhang, Lipeng He, Kejia Chen, Jian Lou, Jian Liu, Xiaohu Yang, Ruoxi Jia

Token-level Inference-Time Alignment for Vision-Language Models.

Kejia Chen, Junjun Zheng, Jiawen Zhang, Manxi Lin, Xiao Pan, Jiacong Hu, Jian Lou, Zunlei Feng, Mingli Song

PreferCare: Preference Dataset Copyright Protection in LLM Alignment by Watermark Injection and Verification.

Jian Lou, Chenyang Zhang, Xiaoyu Zhang, Kai Wu

Cross-silo Federated Learning with Record-level Personalized Differential Privacy.

Junxu Liu, Jian Lou, Li Xiong, Jinfei Liu, Xiaofeng Meng