Walter J. Scheirer

Using Human Perception to Regularize Transfer Learning

2022 · arXiv (Cornell University)

Recent trends in the machine learning community show that models with fidelity toward human perceptual measurements perform strongly on vision tasks. Likewise, human behavioral measurements have been used to regularize model performance. But can we …

How Well Do Feature-Additive Explainers Explain Feature-Additive Predictors?

2023 · arXiv (Cornell University)

Surging interest in deep learning from high-stakes domains has precipitated concern over the inscrutable nature of black box neural networks. Explainable AI (XAI) research has led to an abundance of explanation algorithms for these black …