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cs.LG2022★ 1 cited
Improving group robustness under noisy labels using predictive uncertainty
Dongpin Oh, Dae Lee, Jeunghyun Byun +1
The standard empirical risk minimization (ERM) can underperform on certain minority groups (i.e., waterbirds in lands or landbirds in water) due to the spurious correlation between…
cs.LG2021
Improving evidential deep learning via multi-task learning
Dongpin Oh, Bonggun Shin
The Evidential regression network (ENet) estimates a continuous target and its predictive uncertainty without costly Bayesian model averaging. However, it is possible that the targ…