no code implementations • 26 Sep 2022 • Shihong Fang, Haoran Zhu, Devansh Bisla, Anna Choromanska, Satish Ravindran, Dongyin Ren, Ryan Wu
The core of our approach is the novel detect-then-segment method for raw radar signals.
1 code implementation • 20 Jan 2022 • Devansh Bisla, Jing Wang, Anna Choromanska
In this paper, we study the sharpness of a deep learning (DL) loss landscape around local minima in order to reveal systematic mechanisms underlying the generalization abilities of DL models.
no code implementations • 5 May 2021 • Devansh Bisla, Apoorva Nandini Saridena, Anna Choromanska
It is however unclear how to extend these measures to DNNs and therefore the existing analyses are applicable to simple neural networks, which are not used in practice, e. g., linear or shallow ones or otherwise multi-layer perceptrons.
no code implementations • 16 Feb 2019 • Devansh Bisla, Anna Choromanska, Jennifer A. Stein, David Polsky, Russell Berman
Melanoma is one of the ten most common cancers in the US.
no code implementations • 24 May 2018 • Devansh Bisla, Anna Choromanska
In many machine learning applications, from medical diagnostics to autonomous driving, the availability of prior knowledge can be used to improve the predictive performance of learning algorithms and incorporate `physical,' `domain knowledge,' or `common sense' concepts into training of machine learning systems as well as verify constraints/properties of the systems.