3 papers
cs.LG2023
Light-weight Deep Extreme Multilabel Classification
Istasis Mishra, Arpan Dasgupta, Pratik Jawanpuria +2
Extreme multi-label (XML) classification refers to the task of supervised multi-label learning that involves a large number of labels. Hence, scalability of the classifier with inc…
cs.LG2023
Angle based dynamic learning rate for gradient descent
Neel Mishra, Pawan Kumar
In our work, we propose a novel yet simple approach to obtain an adaptive learning rate for gradient-based descent methods on classification tasks. Instead of the traditional appro…
cs.LG2023
Adaptive Consensus Optimization Method for GANs
Sachin Kumar Danisetty, Santhosh Reddy Mylaram, Pawan Kumar
We propose a second order gradient based method with ADAM and RMSprop for the training of generative adversarial networks. The proposed method is fastest to obtain similar accuracy…