Search Results for author: David Paydarfar

Found 3 papers, 2 papers with code

Controllable reset behavior in domain wall-magnetic tunnel junction artificial neurons for task-adaptable computation

no code implementations8 Jan 2021 Samuel Liu, Christopher H. Bennett, Joseph S. Friedman, Matthew J. Marinella, David Paydarfar, Jean Anne C. Incorvia

Neuromorphic computing with spintronic devices has been of interest due to the limitations of CMOS-driven von Neumann computing.

Mesoscale and Nanoscale Physics

FaiR-N: Fair and Robust Neural Networks for Structured Data

1 code implementation13 Oct 2020 Shubham Sharma, Alan H. Gee, David Paydarfar, Joydeep Ghosh

Fairness in machine learning is crucial when individuals are subject to automated decisions made by models in high-stake domains.

Adversarial Robustness Attribute +1

Explaining Deep Classification of Time-Series Data with Learned Prototypes

1 code implementation18 Apr 2019 Alan H. Gee, Diego Garcia-Olano, Joydeep Ghosh, David Paydarfar

We improve upon existing models by optimizing for increased prototype diversity and robustness, visualize how these prototypes in the latent space are used by the model to distinguish classes, and show that prototypes are capable of learning features on two dimensional time-series data to produce explainable insights during classification tasks.

Classification Decision Making +3

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