Secure Your Model: An Effective Key Prompt Protection Mechanism for Large Language Models F i n d i n g s - N A A C L

Ruixiang Tang | Yu-Neng Chuang | Xuanting Cai | Mengnan Du | Xia Hu |

Learning to Compress Prompt in Natural Language Formats NAACL

Yu-Neng Chuang | Tianwei Xing | Chia-Yuan Chang | Zirui Liu | Xun Chen | Xia Hu |

Taylor Unswift: Secured Weight Release for Large Language Models via Taylor Expansion EMNLP

Guanchu Wang | Yu-Neng Chuang | Ruixiang Tang | Shaochen Zhong | Jiayi Yuan | Hongye Jin | Zirui Liu | Vipin Chaudhary | Shuai Xu | James Caverlee | Xia Hu |

KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark of Long Context Capable Approaches F i n d i n g s - E M N L P

Jiayi Yuan | Hongyi Liu | Shaochen Zhong | Yu-Neng Chuang | Songchen Li | Guanchu Wang | Duy Le | Hongye Jin | Vipin Chaudhary | Zhaozhuo Xu | Zirui Liu | Xia Hu |