1 citations · 1 across the 5 of their papers we have counts for
6 papers
Optimized Piecewise Affine Abstractions of Neural Networks with Learnable Activation Functions
Noah Schwartz, Chandra Kanth Nagesh, Sriram Sankaranarayanan +3
We present a generalized framework for the range verification of neural networks featuring non-linear activation functions. Our approach first constructs an ``optimized piecewise a…
Taylor-Model Physics-Informed Neural Networks (PINNs) for Ordinary Differential Equations
Chandra Kanth Nagesh, Sriram Sankaranarayanan, Ramneet Kaur +2
We study the problem of learning neural network models for Ordinary Differential Equations (ODEs) with parametric uncertainties. Such neural network models capture the solution to…
Salient Object Detection for Images Taken by People With Vision Impairments
Jarek Reynolds, Chandra Kanth Nagesh, Danna Gurari
Salient object detection is the task of producing a binary mask for an image that deciphers which pixels belong to the foreground object versus background. We introduce a new salie…
The Birds Need Attention Too: Analysing usage of Self Attention in identifying bird calls in soundscapes
Chandra Kanth Nagesh, Abhishek Purushothama
Birds are vital parts of ecosystems across the world and are an excellent measure of the quality of life on earth. Many bird species are endangered while others are already extinct…
Identifying Missing Component in the Bechdel Test Using Principal Component Analysis Method
Raghav Lakhotia, Chandra Kanth Nagesh, Krishna Madgula
A lot has been said and discussed regarding the rationale and significance of the Bechdel Score. It became a digital sensation in 2013 when Swedish cinemas began to showcase the Be…
Secure Handshake Mechanism for Autonomous Flying Agents Using Robust Cryptosystem
Chandra Kanth Nagesh, K N Hemanth Rao, Anjan K Koundinya
The autonomous flying agents in a Network-centric environment and brings out various security threats and various techniques of Cryptography. Primary Focus is on study and implemen…