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Author

Keyuan Luo

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#machine learning Preprint Oct 2026

Beyond Success Rate: Interventional Evaluation of Memory in Vision-Language-Action Systems

When we say that a robot uses memory, does that memory actually play a role? Success-rate ablations alone cannot establish the use of task-relevant facts: they change information and computation together, while aggregate rates can hide offsetting gains and losses. We propose an Interventional Memory Evaluation Protocol...

Ke-Yuan Luo, Yi Xie, Wan-Yun Ling et al. · 0 citations
Open access Jul 2026

ALSTMResNet: Active-Learning-Enhanced LSTMResNet as an Efficiency-Oriented Training Framework for Well Anomaly Monitoring Under Partial Labels

Oil-well anomaly monitoring supports safe and efficient oil-and-gas production, but delayed recognition of abnormal operating states can reduce lifting efficiency, trigger costly interventions, and increase operational risk. Existing data-driven detectors are also vulnerable to optimistic estimates when segmentation, n...

Feng Ge, Zhi Yang, Fan Yu et al. · 0 citations

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