3 papers
cs.DC2025
ACE-GNN: Adaptive GNN Co-Inference with System-Aware Scheduling in Dynamic Edge Environments
Ao Zhou, Jianlei Yang, Tong Qiao +5
The device-edge co-inference paradigm effectively bridges the gap between the high resource demands of Graph Neural Networks (GNNs) and limited device resources, making it a promis…
cs.CL2025
Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving
Xiangru Tang, Tianrui Qin, Tianhao Peng +15
AI agent frameworks operate in isolation, forcing agents to rediscover solutions and repeat mistakes across different systems. Despite valuable problem-solving experiences accumula…
cs.DC2025
Agent.xpu: Efficient Scheduling of Agentic LLM Workloads on Heterogeneous SoC
Xinming Wei, Jiahao Zhang, Haoran Li +6
Personal LLM agents increasingly combine foreground reactive interactions with background proactive monitoring, forming long-lived, stateful LLM flows that interleave prefill and t…