Eliminating Data Processing Bottlenecks in GNN Training over Large Graphs via Two-level Feature Compression. - Yuxin Ma; Ping Gong 009; Tianming Wu; Jiawei Yi; Chengru Yang; Cheng Li 001; Qirong Peng; Guiming Xie; Yongcheng Bao; Haifeng Liu; Yinlong Xu (Proc. VLDB Endow., 2024)

CritiPrefill: A Segment-wise Criticality-based Approach for Prefilling Acceleration in LLMs. - Junlin Lv; Yuan Feng; Xike Xie; Xin Jia; Qirong Peng; Guiming Xie (ICASSP, 2025)

Train Small, Infer Large: Memory-Efficient LoRA Training for Large Language Models. - Jun Zhang 069; Jue Wang 019; Huan Li 003; Lidan Shou; Ke Chen 005; Yang You; Guiming Xie; Xuejian Gong; Kunlong Zhou (ICLR, 2025)

HMI: hierarchical knowledge management for efficient multi-tenant inference in pretrained language models. - Jun Zhang 069; Jue Wang 019; Huan Li 003; Lidan Shou; Ke Chen 005; Gang Chen 001; Qin Xie; Guiming Xie; Xuejian Gong (VLDB J., 2025)