2 papers
cs.DC2026
FlexNPU: Transparent NPU Virtualization for Dynamic LLM Prefill-Decode Co-location
Jiongjiong Gu, Jianfeng Wang, Zidong Han +19
Modern AI serving increasingly relies on NPUs for conventional inference and large language model serving. However, current NPU deployments commonly expose physical devices directl…
cs.SE2026
SABER: Benchmarking Operational Safety of LLM Coding Agents in Stateful Project Workspaces
Qi Hu, Yifeng Tang, Qinghua Wang +7
Large language models are increasingly deployed as coding agents, shifting safety from individual responses to action sequences. Existing benchmarks, however, primarily assess whet…