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cs.LG2019
Why Should we Combine Training and Post-Training Methods for Out-of-Distribution Detection?
Aristotelis-Angelos Papadopoulos, Nazim Shaikh, Mohammad Reza Rajati
Deep neural networks are known to achieve superior results in classification tasks. However, it has been recently shown that they are incapable to detect examples that are generate…
cs.LG2019★ 100 cited
Outlier Exposure with Confidence Control for Out-of-Distribution Detection
Aristotelis-Angelos Papadopoulos, Mohammad Reza Rajati, Nazim Shaikh +1
Deep neural networks have achieved great success in classification tasks during the last years. However, one major problem to the path towards artificial intelligence is the inabil…