| 2025 | ACL | Vision Language Model Helps Private Information De-Identification in Vision Data. | Tiejin Chen, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei |
| 2025 | ACL | Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges. | Tiejin Chen, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei |
| 2025 | EMNLP | Glider: Global and Local Instruction-Driven Expert Router. | Pingzhi Li, Prateek Yadav, Jaehong Yoon, Jie Peng, Yi-Lin Sung, Mohit Bansal, Tianlong Chen |
| 2025 | EMNLP | Bag of Tricks for Sparse Mixture-of-Experts: A Benchmark Across Reasoning, Efficiency, and Safety. | Mufan Qiu, Zheyu Shen, Pingzhi Li, Ang Li, Tianlong Chen |
| 2025 | EMNLP | ORAL: Prompting Your Large-Scale LoRAs via Conditional Recurrent Diffusion. | Rana Muhammad Shahroz, Dongwen Tang, Pingzhi Li, Kai Wang, Tianlong Chen |
| 2025 | ICLR | PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches. | Rana Muhammad Shahroz, Pingzhi Li, Sukwon Yun, Zhenyu Wang, Shahriar Nirjon, Chau-Wai Wong, Tianlong Chen |
| 2025 | ICML | Occult: Optimizing Collaborative Communications across Experts for Accelerated Parallel MoE Training and Inference. | Shuqing Luo, Pingzhi Li, Jie Peng, Yang Zhao, Yu Cao, Yu Cheng, Tianlong Chen |
| 2025 | NAACL | Advancing MoE Efficiency: A Collaboration-Constrained Routing (C2R) Strategy for Better Expert Parallelism Design. | Mohan Zhang, Pingzhi Li, Jie Peng, Mufan Qiu, Tianlong Chen |
| 2025 | SDM | Protecting Privacy against Membership Inference Attack with LLM Fine-tuning through Flatness. | Tiejin Chen, Longchao Da, Huixue Zhou, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei |
| 2024 | ICLR | Merge, Then Compress: Demystify Efficient SMoE with Hints from Its Routing Policy. | Pingzhi Li, Zhenyu Zhang, Prateek Yadav, Yi-Lin Sung, Yu Cheng, Mohit Bansal, Tianlong Chen |
| 2024 | ICML | Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark. | Yihua Zhang, Pingzhi Li, Junyuan Hong, Jiaxiang Li, Yimeng Zhang, Wenqing Zheng, Pin-Yu Chen, Jason D. Lee, Wotao Yin, Mingyi Hong, Zhangyang Wang, Sijia Liu, Tianlong Chen |