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cs.DC2026
AgentWeave: Efficient Distributed Agent Serving via Flow Decomposition
Kaibin Guo, Pengtu Li, Zicong Hong +4
Agent applications are evolving into workflows composed of large language model (LLM) calls and tool invocations, termed modules. Existing distributed agent systems typically adopt…
cs.OS2026
GMM: Generalized OS Memory Management for Programmable XPUs
Weixi Zhu, Bin Wang, Zhiyuan Fang +5
Since the AI boom, the fast evolving programmable XPU devices utilize high-bandwidth local memory to accelerate domain-specific tasks offloaded from the host CPU, resulting in a pr…
cs.LG2026
DyMoE: Dynamic Expert Orchestration with Mixed-Precision Quantization for Efficient MoE Inference on Edge
Yuegui Huang, Zhiyuan Fang, Weiqi Luo +3
Despite the computational efficiency of MoE models, the excessive memory footprint and I/O overhead inherent in multi-expert architectures pose formidable challenges for real-time…