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stat.ML2025
Latent space analysis and generalization to out-of-distribution data
Katie Rainey, Erin Hausmann, Donald Waagen +2
Understanding the relationships between data points in the latent decision space derived by the deep learning system is critical to evaluating and interpreting the performance of t…
stat.ML2019
Characterizing Inter-Layer Functional Mappings of Deep Learning Models
Donald Waagen, Katie Rainey, Jamie Gantert +7
Deep learning architectures have demonstrated state-of-the-art performance for object classification and have become ubiquitous in commercial products. These methods are often appl…