Author pages are created from data sourced from our academic publisher partnerships and public sources.
Share This Author
Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection
- Shauli Ravfogel, Yanai Elazar, Hila Gonen, Michael Twiton, Yoav Goldberg
- Computer ScienceACL
- 16 April 2020
This work presents Iterative Null-space Projection (INLP), a novel method for removing information from neural representations based on repeated training of linear classifiers that predict a certain property the authors aim to remove, followed by projection of the representations on their null-space.
Linear Adversarial Concept Erasure
The method is shown to be highly expressive, effectively mitigating bias in deep nonlinear classifiers while maintaining tractability and interpretability and to recover a low-dimensional subspace whose removal mitigates bias by intrinsic and extrinsic evaluation.
A dynamical systems approach to the fourth Painlevé equation
We use methods from dynamical systems to study the fourth Painleve equation . Our starting point is the symmetric form of , to which the Poincare compactification is applied. The motion on the sphere…
Analysis of Singular Solutions of Certain Painlevé Equations
- Michael Twiton
- 1 March 2018
Classification of Real Solutions of the Fourth Painleve Equation
Painleve transcendents are usually considered as complex functions of a complex variable, but in applications it is often the real cases that are of interest. Under a reasonable assumption…