Risk Management

Flexible risk design using bi-directional dispersion AISTATS 2023 Formalizing Preferences Over Runtime Distributions ICML 2023 From Adversarial Arms Race to Model-centric Evaluation: Motivating a Unified Automatic Robustness Evaluation Framework ACL 2023 GenImage: A Million-Scale Benchmark for Detecting AI-Generated Image NeurIPS 2023 GradOrth: A Simple yet Efficient Out-of-Distribution Detection with Orthogonal Projection of Gradients NeurIPS 2023 Hardware Resilience Properties of Text-Guided Image Classifiers NeurIPS 2023 Hedging against Complexity: Distributionally Robust Optimization with Parametric Approximation AISTATS 2023 Hiding in Plain Sight: Insights into Abstractive Text Summarization EACL 2023 H-nobs: Achieving Certified Fairness and Robustness in Distributed Learning on Heterogeneous Datasets NeurIPS 2023 How Many Perturbations Break This Model? Evaluating Robustness Beyond Adversarial Accuracy ICML 2023 How to address monotonicity for model risk management? ICML 2023 How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control ICML 2023 Huber-robust confidence sequences AISTATS 2023 Hybrid Energy Based Model in the Feature Space for Out-of-Distribution Detection ICML 2023 Improved Bayes Risk Can Yield Reduced Social Welfare Under Competition NeurIPS 2023 Improving Selective Visual Question Answering by Learning From Your Peers CVPR 2023 Incentives in Private Collaborative Machine Learning NeurIPS 2023 Input uncertainty propagation through trained neural networks ICML 2023 Integrating Reward Maximization and Population Estimation: Sequential Decision-Making for Internal Revenue Service Audit Selection AAAI 2023 Intensity-Valued Emotions Help Stance Detection of Climate Change Twitter Data IJCAI 2023 Jump Interval-Learning for Individualized Decision Making with Continuous Treatments JMLR 2023 Kerveros: Efficient and Scalable Cloud Admission Control OSDI 2023 Know Your Space: Inlier and Outlier Construction for Calibrating Medical OOD Detectors MIDL 2023 Learning Disturbances Online for Risk-Aware Control: Risk-Aware Flight with Less Than One Minute of Data L4DC 2023 Less Is More: Volatility Forecasting with Contrastive Representation Learning (Student Abstract) AAAI 2023