Federated learning with superquantile aggregation for heterogeneous data
Authors (first, second and last of 4)
Collection
Special Issue on Safe and Fair Machine Learning
Guest Editors: Dana Drachsler Cohen, Javier García, Mohammad Ghavamzadeh, Marek Petrik, Philip S. Thomas
Editors
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Dana Drachsler Cohen
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Javier García
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Mohammad Ghavamzadeh
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Marek Petrik
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Philip S. Thomas
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Articles (17 in this collection)
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Imbalanced gradients: a subtle cause of overestimated adversarial robustness
Authors (first, second and last of 6)
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UnbiasedNets: a dataset diversification framework for robustness bias alleviation in neural networks
Authors (first, second and last of 4)
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Adversarial vulnerability bounds for Gaussian process classification
Authors (first, second and last of 4)
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Improving fairness generalization through a sample-robust optimization method
Authors (first, second and last of 5)
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Safety-constrained reinforcement learning with a distributional safety critic
Authors (first, second and last of 4)
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