Robustness of different loss functions and their impact on networks learning capability

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Robustness of different loss functions and their impact on network?s learning capability Vishal Rajput1,? 1Computer Science Department, KU Leuven, Belgium ?Corresponding author. Email: [email removed] Abstract Recent developments in AI have made it ubiquitous, every industry is trying to adopt some form of intelligent processing of their data. Despite so many adva nces in the field, AI?s full capability is yet to be exploited by the industry. Industries that involve some risk factors still remain cautious about the usage of AI due to the lack of trust in such autonomous systems. Present - day AI might be very good in a lot of things but it is very bad in reasoning and this behavior of AI can lead to catastrophic results. Autonomous cars crashing into a person or a drone getting stuck in a tree are a few examples where AI decisions lead to catastrophic results. To devel op insight and generate an explanation about the learning capability of AI, we w...

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• [1] https://arxiv.org/abs/2110.08322