no code implementations • 4 Jun 2023 • Shivani Chiranjeevi, Mojdeh Sadaati, Zi K Deng, Jayanth Koushik, Talukder Z Jubery, Daren Mueller, Matthew E O Neal, Nirav Merchant, Aarti Singh, Asheesh K Singh, Soumik Sarkar, Arti Singh, Baskar Ganapathysubramanian
InsectNet can guide citizen science data collection, especially for invasive species where early detection is crucial.
1 code implementation • 17 Aug 2020 • Nadine Chang, Jayanth Koushik, Aarti Singh, Martial Hebert, Yu-Xiong Wang, Michael J. Tarr
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-rich (frequent) classes.
no code implementations • NeurIPS 2017 • Simon Shaolei Du, Jayanth Koushik, Aarti Singh, Barnabas Poczos
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.
5 code implementations • 4 Nov 2016 • Hiroaki Hayashi, Jayanth Koushik, Graham Neubig
Adaptive gradient methods for stochastic optimization adjust the learning rate for each parameter locally.
no code implementations • 30 May 2016 • Jayanth Koushik
Convoulutional Neural Networks (CNNs) exhibit extraordinary performance on a variety of machine learning tasks.
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