36 citations · 48 across the 3 of their papers we have counts for
5 papers
Deep learning powered real-time identification of insects using citizen science data
Shivani Chiranjeevi, Mojdeh Sadaati, Zi K Deng +10
Insect-pests significantly impact global agricultural productivity and quality. Effective management involves identifying the full insect community, including beneficial insects an…
AlphaNet: Improving Long-Tail Classification By Combining Classifiers
Nadine Chang, Jayanth Koushik, Aarti Singh +3
Methods in long-tail learning focus on improving performance for data-poor (rare) classes; however, performance for such classes remains much lower than performance for more data-r…
Hypothesis Transfer Learning via Transformation Functions
Simon Shaolei Du, Jayanth Koushik, Aarti Singh +1
We consider the Hypothesis Transfer Learning (HTL) problem where one incorporates a hypothesis trained on the source domain into the learning procedure of the target domain. Existi…
Eve: A Gradient Based Optimization Method with Locally and Globally Adaptive Learning Rates
Hiroaki Hayashi, Jayanth Koushik, Graham Neubig
Adaptive gradient methods for stochastic optimization adjust the learning rate for each parameter locally. However, there is also a global learning rate which must be tuned in orde…
Understanding Convolutional Neural Networks
Jayanth Koushik
Convoulutional Neural Networks (CNNs) exhibit extraordinary performance on a variety of machine learning tasks. However, their mathematical properties and behavior are quite poorly…