3 papers
cs.DC2026
ZipServ: Fast and Memory-Efficient LLM Inference with Hardware-Aware Lossless Compression
Ruibo Fan, Xiangrui Yu, Xinglin Pan +5
Lossless model compression holds tremendous promise for alleviating the memory and bandwidth bottlenecks in bit-exact Large Language Model (LLM) serving. However, existing approach…
cs.NI2025
Enhancing AIGC Service Efficiency with Adaptive Multi-Edge Collaboration in A Distributed System
Changfu Xu, Jianxiong Guo, Jiandian Zeng +4
The Artificial Intelligence Generated Content (AIGC) technique has gained significant traction for producing diverse content. However, existing AIGC services typically operate with…
cs.CV2025
RSRWKV: A Linear-Complexity 2D Attention Mechanism for Efficient Remote Sensing Vision Task
Chunshan Li, Rong Wang, Xiaofei Yang +1
High-resolution remote sensing analysis faces challenges in global context modeling due to scene complexity and scale diversity. While CNNs excel at local feature extraction via pa…