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robust optimization

306 papers

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Also known as

RO DYRO

Co-occurring keywords

adversarial training (1261) adversarial robustness (1335) markov decision process (788) adversarial learning (1592) adversarial attack (1599) neural network (6616) reinforcement learning (4122) outlier detection (318) robust markov decision process (29) policy optimization (630)

Papers

Learning Robust Decision Policies from Observational Data NIPS 2020
Robust Spatial-Temporal Incident Prediction UAI 2020
Robust Sequence Submodular Maximization NIPS 2020
Noisy-Input Entropy Search for Efficient Robust Bayesian Optimization AISTATS 2020
Uncertainty-Aware Constraint Learning for Adaptive Safe Motion Planning from Demonstrations CORL 2020
Choosing the Sample with Lowest Loss makes SGD Robust AISTATS 2020
Optimizing Influenza Vaccine Composition: From Predictions to Prescriptions MLHC 2020
One Ring to Rule Them All: Certifiably Robust Geometric Perception with Outliers NIPS 2020
Robust Meta-learning for Mixed Linear Regression with Small Batches NIPS 2020
Neural Non-Rigid Tracking NIPS 2020
On Robustness in Qualitative Constraint Networks IJCAI 2020
Robust Market Making via Adversarial Reinforcement Learning IJCAI 2020
Off-policy Policy Evaluation For Sequential Decisions Under Unobserved Confounding NIPS 2020
Robust Metric Learning on Grassmann Manifolds with Generalization Guarantees AAAI 2019
Exploring Algorithmic Fairness in Robust Graph Covering Problems NIPS 2019
Non-Stationary Markov Decision Processes, a Worst-Case Approach using Model-Based Reinforcement Learning NIPS 2019
ResNets Ensemble via the Feynman-Kac Formalism to Improve Natural and Robust Accuracies NIPS 2019
Robust Multi-agent Counterfactual Prediction NIPS 2019
Towards a Fault-Tolerant Speaker Verification System: A Regularization Approach to Reduce the Condition Number INTERSPEECH 2019
Robust Influence Maximization for Hyperparametric Models ICML 2019
A Robust Spectral Algorithm for Overcomplete Tensor Decomposition COLT 2019
Robust Attribution Regularization NIPS 2019
Robust Learning from Noisy Side-information by Semidefinite Programming IJCAI 2019
Robust Optimization over Multiple Domains AAAI 2019
Robust Graph Embedding with Noisy Link Weights AISTATS 2019