Surin Ahn

1. MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention
   2024/07/02 by Huiqiang Jiang, Yucheng Li, Jiang, Huiqiang +21 · 105 citations
   Engineering · Medicine · #Advancements in Photolithography Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Innovative Microfluidic and Catalytic Techniques Innovation #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications
2. SCBench: A KV Cache-Centric Analysis of Long-Context Methods
   2024/12/13 by Yucheng Li, Huiqiang Jiang, Li, Yucheng +19 · 14 citations
   Computer Science · #Anomaly Detection Techniques and Applications #Computation and Language (cs.CL) #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
3. MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention
   2025/04/22 by Yucheng Li, Huiqiang Jiang, Li, Yucheng +19 · 16 citations
   Computer Science · Engineering · Medicine · #Advanced Fiber Optic Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Retinal Imaging and Analysis
4. SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression
   2025/06/15 by Yucheng Li, Li, Yucheng, Surin Ahn +9 · 8 citations
   Computer Science · Social Sciences · #Access Control and Trust #Computation and Language (cs.CL) #Cryptography and Data Security #Cryptography and Residue Arithmetic #Cryptography and Security (cs.CR) #FOS: Computer and information sciences