Roozbeh Yousefzadeh

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 22

Top Topics

Image Classification

Spectral Methods

Trained Neural Networks

Top Venues

Publications

Xuenan Cao, Roozbeh Yousefzadeh
Extrapolation and AI transparency: Why machine learning models should reveal when they make decisions beyond their training. Big Data Soc. 10 (1) (2023)
Roozbeh Yousefzadeh
An Ambiguity Measure for Recognizing the Unknowns in Deep Learning. CoRR (2023)
Roozbeh Yousefzadeh, Xuenan Cao
Large Language Models' Understanding of Math: Source Criticism and Extrapolation. CoRR (2023)
Roozbeh Yousefzadeh, Xuenan Cao
To what extent should we trust AI models when they extrapolate? CoRR (2022)
Roozbeh Yousefzadeh
Deep Learning Generalization, Extrapolation, and Over-parameterization. CoRR (2022)
Roozbeh Yousefzadeh
Decision boundaries and convex hulls in the feature space that deep learning functions learn from images. CoRR (2022)
Roozbeh Yousefzadeh
Over-parameterization: A Necessary Condition for Models that Extrapolate. CoRR (2022)
Roozbeh Yousefzadeh, Xuenan Cao
Should Machine Learning Models Report to Us When They Are Clueless? CoRR (2022)
Roozbeh Yousefzadeh
A Homotopy Algorithm for Optimal Transport. CoRR (2021)
Roozbeh Yousefzadeh
Federated Learning without Revealing the Decision Boundaries. CoRR (2021)
Roozbeh Yousefzadeh
Deep Learning Generalization and the Convex Hull of Training Sets. CoRR (2021)
Roozbeh Yousefzadeh, Jessica A. Mollick
Extrapolation Frameworks in Cognitive Psychology Suitable for Study of Image Classification Models. CoRR (2021)
Roozbeh Yousefzadeh
A Sketching Method for Finding the Closest Point on a Convex Hull. CoRR (2021)
Roozbeh Yousefzadeh
Community Detection in Medical Image Datasets: Using Wavelets and Spectral Methods. CoRR (2021)
Roozbeh Yousefzadeh
Using wavelets to analyze similarities in image datasets. CoRR (2020)
Roozbeh Yousefzadeh, Dianne P. O'Leary
Auditing and Debugging Deep Learning Models via Decision Boundaries: Individual-level and Group-level Analysis. CoRR (2020)
Roozbeh Yousefzadeh, Dianne P. O'Leary
Deep learning interpretation: Flip points and homotopy methods. MSML (2020)
Roozbeh Yousefzadeh, Furong Huang
Using Wavelets and Spectral Methods to Study Patterns in Image-Classification Datasets. CoRR (2020)
Roozbeh Yousefzadeh, Dianne P. O'Leary
Interpreting Neural Networks Using Flip Points. CoRR (2019)
Roozbeh Yousefzadeh, Dianne P. O'Leary
Investigating Decision Boundaries of Trained Neural Networks. CoRR (2019)
Roozbeh Yousefzadeh, Diane Oyen, Nina Lanza
Learning Diverse Gaussian Graphical Models and Interpreting Edges. SDM (2019)
Roozbeh Yousefzadeh, Dianne P. O'Leary
Refining the Structure of Neural Networks Using Matrix Conditioning. CoRR (2019)