2 papers
cs.AI2026
ConMem: Contribution-Aware Memory for Long-Horizon Manufacturing Inspection Logs
Bingchen Liu, Yuanyuan Fang, Lei Liu +6
Long-horizon steel-equipment inspection requires reasoning over heterogeneous records accumulated across repeated inspection cycles. Existing retrieval-augmented generation systems…
cs.AI2026
GraphDx: A Cost-Aware Knowledge-Enhanced Multi-Agent Framework for Sequential Diagnosis
Shaoting Tan, Ning Liu, Yuntao Du +7
Sequential diagnosis requires balancing diagnostic accuracy against resource costs through iterative information gathering. Existing Large Language Model (LLM) approaches exhibit a…