8 citations · 8 across the 2 of their papers we have counts for
2 papers
cs.LG2022
Monotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization
Daniel LeJeune, Jiayu Liu, Reinhard Heckel
Machine learning systems are often applied to data that is drawn from a different distribution than the training distribution. Recent work has shown that for a variety of classific…
eess.IV2022★ 8 cited
Test-Time Training Can Close the Natural Distribution Shift Performance Gap in Deep Learning Based Compressed Sensing
Mohammad Zalbagi Darestani, Jiayu Liu, Reinhard Heckel
Deep learning based image reconstruction methods outperform traditional methods. However, neural networks suffer from a performance drop when applied to images from a different dis…