253 citations · 1.2k across the 46 of their papers we have counts for
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cs.AI2026
Evidential Information Fusion on Possibilistic Structure
Qianli Zhou, Ye Cui, Zhen Li +2
Dempster's rule is a fundamental tool for combining belief functions from distinct and reliable sources. However, its intersection-based semantics imposes strong structural restric…
cs.LG2026
A Boundary-Aware Non-parametric Granular-Ball Classifier Based on Minimum Description Length
Zeqiang Xian, Caihui Liu, Yong Zhang +3
Existing granular-ball classification methods are often driven by handcrafted quality measures, neighborhood rules, or heuristic splitting and stopping criteria, which may reduce t…
cs.LG2026
MDL-GBG: A Non-parametric and Interpretable Granular-Ball Generation Method for Clustering
Zeqiang Xian, Caihui Liu, Yong Zhang +3
Existing granular-ball generation methods are still mainly driven by handcrafted quality measures and heuristic splitting or stopping criteria, which may weaken the transparency of…