Minbo Ma

2 accepted papers

2026

EMMS: Evidential Multi-Label Multi-Dimensional Selection

Li Yang, Yanyong Huang, Jinyuan Chang, Ou Zheng, Minbo Ma, Xiaoyi Jiang

IJCAI 2026

Multi-label data often contain high-dimensional features, outlier instances, and noisy labels, all of which can lead to the curse of dimensionality and decreased performance in downstream tasks. Although numerous data reduction methods have been developed, existing approaches face two major limitati

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2025

Non-collective Calibrating Strategy for Time Series Forecasting

Bin Wang, Yongqi Han, Minbo Ma, Tianrui Li, Junbo Zhang, Feng Hong +1

IJCAI 2025

Deep learning-based approaches have demonstrated significant advancements in time series forecasting. Despite these ongoing developments, the complex dynamics of time series make it challenging to establish the rule of thumb for designing the golden model architecture. In this study, we argue that r

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