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cs.LG2020★ 4 cited
Probabilistic Neighbourhood Component Analysis: Sample Efficient Uncertainty Estimation in Deep Learning
Ankur Mallick, Chaitanya Dwivedi, Bhavya Kailkhura +2
While Deep Neural Networks (DNNs) achieve state-of-the-art accuracy in various applications, they often fall short in accurately estimating their predictive uncertainty and, in tur…
cs.LG2019★ 3 cited
Deep Kernels with Probabilistic Embeddings for Small-Data Learning
Ankur Mallick, Chaitanya Dwivedi, Bhavya Kailkhura +2
Gaussian Processes (GPs) are known to provide accurate predictions and uncertainty estimates even with small amounts of labeled data by capturing similarity between data points thr…