Risk Management

PROVEN: Verifying Robustness of Neural Networks with a Probabilistic Approach ICML 2019 Reduced Task Adaptation in Alternating Motion Rate Tasks as an Early Marker of Bulbar Involvement in Amyotrophic Lateral Sclerosis Interspeech 2019 Risk Assessment for Networked-guarantee Loans Using High-order Graph Attention Representation IJCAI 2019 Risk-Averse Stochastic Convex Bandit AISTATS 2019 Risk Contours Map for Risk Bounded Motion Planning under Perception Uncertainties RSS 2019 Robust Influence Maximization for Hyperparametric Models ICML 2019 Robustness May Be at Odds with Accuracy ICLR 2019 Robustness Verification of Tree-based Models NeurIPS 2019 Robust Online Matching with User Arrival Distribution Drift AAAI 2019 RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets AAAI 2019 Sampling-Free Epistemic Uncertainty Estimation Using Approximated Variance Propagation ICCV 2019 SlateQ: A Tractable Decomposition for Reinforcement Learning with Recommendation Sets IJCAI 2019 Slice-based Learning: A Programming Model for Residual Learning in Critical Data Slices NeurIPS 2019 Social Reinforcement Learning to Combat Fake News Spread UAI 2019 State-Augmentation Transformations for Risk-Sensitive Reinforcement Learning AAAI 2019 Suicide Risk Assessment with Multi-level Dual-Context Language and BERT NAACL 2019 The Effect of Translationese in Machine Translation Test Sets ACL 2019 Towards Reliable Learning for High Stakes Applications AAAI 2019 Towards Text Processing Pipelines to Identify Adverse Drug Events-related Tweets: University of Michigan @ SMM4H 2019 Task 1 ACL 2019 Transforming Underwriting in the Life Insurance Industry AAAI 2019 Understanding Dropouts in MOOCs AAAI 2019 Using Machine Learning and Deep Learning Methods to Find Mentions of Adverse Drug Reactions in Social Media ACL 2019 VEST: A System for Vulnerability Exploit Scoring & Timing IJCAI 2019 Why ReLU Networks Yield High-Confidence Predictions Far Away From the Training Data and How to Mitigate the Problem CVPR 2019 Worst Cases Policy Gradients CoRL 2019