11 citations · 15 across the 4 of their papers we have counts for
4 papers
Rotation-Invariant Gait Identification with Quaternion Convolutional Neural Networks
Bowen Jing, Vinay Prabhu, Angela Gu +1
A desireable property of accelerometric gait-based identification systems is robustness to new device orientations presented by users during testing but unseen during the training…
Covering up bias in CelebA-like datasets with Markov blankets: A post-hoc cure for attribute prior avoidance
Vinay Uday Prabhu, Dian Ang Yap, Alexander Wang +1
Attribute prior avoidance entails subconscious or willful non-modeling of (meta)attributes that datasets are oft born with, such as the 40 semantic facial attributes associated wit…
Understanding Adversarial Robustness Through Loss Landscape Geometries
Vinay Uday Prabhu, Dian Ang Yap, Joyce Xu +1
The pursuit of explaining and improving generalization in deep learning has elicited efforts both in regularization techniques as well as visualization techniques of the loss surfa…
On Lyapunov exponents and adversarial perturbation
Vinay Uday Prabhu, Nishant Desai, John Whaley
In this paper, we would like to disseminate a serendipitous discovery involving Lyapunov exponents of a 1-D time series and their use in serving as a filtering defense tool against…