distributional robustness
Explicit Tradeoffs between Adversarial and Natural Distributional Robustness
Results averaged over ResNet18 and ResNet50.
- North America > United States > Maryland (0.04)
- North America > United States > California (0.04)
- North America > Canada > British Columbia > Vancouver (0.04)
- Asia > Middle East > Jordan (0.04)
Wasserstein Distributionally Robust Kalman Filtering
Soroosh Shafieezadeh Abadeh, Viet Anh Nguyen, Daniel Kuhn, Peyman Mohajerin Mohajerin Esfahani
We study a distributionally robust mean square error estimation problem over a nonconvexWasserstein ambiguity set containing only normal distributions.
- North America > Canada > Quebec > Montreal (0.04)
- Europe > Switzerland (0.04)
Optimal Transport Model Distributional Robustness Van-Anh Nguyen
SAM aims to find a perturbed model within the vicinity of a current model that maximizes the loss over a training set.
DistributionallyAdaptiveMetaReinforcement Learning
The diversity and dynamism of the real world require reinforcement learning (RL) agents that can quickly adapt and learn new behaviors when placed in novel situations.
- Oceania > Australia > New South Wales > Sydney (0.04)
- North America > United States > Massachusetts > Middlesex County > Cambridge (0.04)
- Europe > Austria (0.04)
Distributionally Robust Bayesian Optimization with ϕ-divergences
As with all data-driven approaches, BO is prone to cases where the given data shifts from the data of interest.
- North America > United States (0.14)
- Asia > Myanmar > Tanintharyi Region > Dawei (0.04)
- Asia > Middle East > Jordan (0.04)
Distributionally Robust Bayesian Optimization with ϕ-divergences
As with all data-driven approaches, BO is prone to cases where the given data shifts from the data of interest.
- North America > United States (0.14)
- Asia > Myanmar > Tanintharyi Region > Dawei (0.04)
- Asia > Middle East > Jordan (0.04)
Evaluatingmodelperformanceunderworst-case subpopulations
The training population typically does not accurately represent what the model will encounter underoperation.
- North America > United States (0.14)
- North America > Canada (0.04)
- Europe > Sweden > Norrbotten County > Luleå (0.04)
- Asia > Middle East > Jordan (0.04)
- North America > Canada > Ontario > Toronto (0.14)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- North America > Canada > Quebec > Montreal (0.04)
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