#shortcut learning

topicshortcut learning

2 papers · 1 filter

cs.CE2026★ 1 cited

What Causes Performance Degradation in Cross-Subject EEG Classification?

Yihe Wang, Taida Li, Yujun Yan +2

The paper systematically studies why cross‑subject EEG classification performs worse than subject‑dependent classification, identifying inter‑subject variability and shortcut learn…

cs.SD2026

Genre Bias or Aesthetic Perception? Identifying and Mitigating Shortcut Learning in Music Evaluation

Yizhou Zhang, Wangjin Zhou, Yi Zhao +3

The paper uncovers that music aesthetic scoring models often rely on genre cues as shortcuts, leading to biased evaluations, and introduces a training objective that reweights hard…