Then we propose a platform, coined Geom3D, which enables benchmarking the effectiveness of geometric strategies.

By modeling robustness in terms of the condition number of the neural network, we argue that this loss of robustness is due to the exploding singular values of the low-rank weight matrices.

Concept erasure aims to remove specified features from a representation. It can improve fairness (e.g.

Furthermore, most models only support a single control modality such as the steering angle and speed.

Recent works have shown that a wide range of differential privacy mechanisms can be "simulated"