163 citations · 172 across the 10 of their papers we have counts for
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Provable Robustness for Streaming Models with a Sliding Window
Aounon Kumar, Vinu Sankar Sadasivan, Soheil Feizi
The literature on provable robustness in machine learning has primarily focused on static prediction problems, such as image classification, in which input samples are assumed to b…
CUDA: Convolution-based Unlearnable Datasets
Vinu Sankar Sadasivan, Mahdi Soltanolkotabi, Soheil Feizi
Large-scale training of modern deep learning models heavily relies on publicly available data on the web. This potentially unauthorized usage of online data leads to concerns regar…
Statistical Measures For Defining Curriculum Scoring Function
Vinu Sankar Sadasivan, Anirban Dasgupta
Curriculum learning is a training strategy that sorts the training examples by some measure of their difficulty and gradually exposes them to the learner to improve the network per…