Author name: Yongquan Yang

Negative Ontology of True Target for Machine Learning: Towards Evaluation and Learning under Democratic Supervision

Yongquan Yang / April 29, 2026

arXiv:2604.24824v1 Announce Type: new
Abstract: This article philosophically examines how shifts in assumptions regarding the existence and non-existence of the true target (TT) give rise to new perspectives and insights for machine learning (ML)-base…

cs.AI, cs.LG

LAF-Based Evaluation and UTTL-Based Learning Strategies with MIATTs

Yongquan Yang / April 24, 2026

arXiv:2604.20944v1 Announce Type: cross
Abstract: In many real-world machine learning (ML) applications, the true target cannot be precisely defined due to ambiguity or subjectivity information. To address this challenge, under the assumption that the…