2 papers
cs.LG2024
Balancing Label Imbalance in Federated Environments Using Only Mixup and Artificially-Labeled Noise
Kyle Sang, Tahseen Rabbani, Furong Huang
Clients in a distributed or federated environment will often hold data skewed towards differing subsets of labels. This scenario, referred to as heterogeneous or non-iid federated…
cs.LG2024
conv_einsum: A Framework for Representation and Fast Evaluation of Multilinear Operations in Convolutional Tensorial Neural Networks
Tahseen Rabbani, Jiahao Su, Xiaoyu Liu +3
Modern ConvNets continue to achieve state-of-the-art results over a vast array of vision and image classification tasks, but at the cost of increasing parameters. One strategy for…