Yucheng Li

xKV: Cross-Layer KV-Cache Compression via Aligned Singular Vector Extraction

PyramidKV: Dynamic KV Cache Compression based on Pyramidal Information Funneling

MMInference: Accelerating Pre-filling for Long-Context Visual Language Models via Modality-Aware Permutation Sparse Attention

R-KV: Redundancy-aware KV Cache Compression for Reasoning Models

SecurityLingua: Efficient Defense of LLM Jailbreak Attacks via Security-Aware Prompt Compression