3 papers
cond-mat.mtrl-sci2026
An LLM agent for end-to-end computational materials discovery
Chen Yuntong, Huang Ju, Liu Yu +6
The coordination of multi-scale tasks is an effective strategy for computational materials discovery, yet the repeated application of diverse algorithms and tools renders it challe…
cs.AI2026
Integrating Factual and Normative Industrial Knowledge via Constraint-Aware Graph Attention for Process Plan Recommendation
Yuntong Chen, Yingqi Li, Yingying Xiao +5
Integrating heterogeneous industrial knowledge, including factual relations and decision constraints, remains a core challenge in industrial information systems. Machining process…
cs.LG2026
Physically Verifiable Evidence and LLM-Based Reporting for Bearing Fault Diagnosis
Yuntong Chen, Jianyu Liu, Guobin Zhao +5
Trustworthy deployment of AI-based diagnosis in safety-critical mechanical systems hinges on validation: whether a prediction can be checked against physical reality before it is a…