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Risk Management

1053 directly classified papers

Papers per year

Papers

Safe Offline Reinforcement Learning with Real-Time Budget Constraints ICML 2023
Deep Anomaly Detection under Labeling Budget Constraints ICML 2023
Piecewise Stationary Bandits under Risk Criteria AISTATS 2023
Probably Anytime-Safe Stochastic Combinatorial Semi-Bandits ICML 2023
Fast Online Value-Maximizing Prediction Sets with Conformal Cost Control ICML 2023
Adaptive Identification of Populations with Treatment Benefit in Clinical Trials: Machine Learning Challenges and Solutions ICML 2023
Evaluating and Improving Automatic Speech Recognition using Severity ACL 2023
Adapting and Evaluating Influence-Estimation Methods for Gradient-Boosted Decision Trees JMLR 2023
Post-Abstention: Towards Reliably Re-Attempting the Abstained Instances in QA ACL 2023
From Adversarial Arms Race to Model-centric Evaluation: Motivating a Unified Automatic Robustness Evaluation Framework ACL 2023
Measuring Consistency in Text-based Financial Forecasting Models ACL 2023
Hedging against Complexity: Distributionally Robust Optimization with Parametric Approximation AISTATS 2023
Average Adjusted Association: Efficient Estimation with High Dimensional Confounders AISTATS 2023
Evaluation for Change ACL 2023
Pseudo Outlier Exposure for Out-of-Distribution Detection using Pretrained Transformers ACL 2023
How to address monotonicity for model risk management? ICML 2023
Certified Robust Neural Networks: Generalization and Corruption Resistance ICML 2023
Balanced Off-Policy Evaluation for Personalized Pricing AISTATS 2023
Hardware Resilience Properties of Text-Guided Image Classifiers NIPS 2023
A Close Look into the Calibration of Pre-trained Language Models ACL 2023
Pricing Experimental Design: Causal Effect, Expected Revenue and Tail Risk ICML 2023
Do the Rewards Justify the Means? Measuring Trade-Offs Between Rewards and Ethical Behavior in the Machiavelli Benchmark ICML 2023
The Box Size Confidence Bias Harms Your Object Detector WACV 2023
Biases in Evaluation of Molecular Optimization Methods and Bias Reduction Strategies ICML 2023
SSPAttack: A Simple and Sweet Paradigm for Black-Box Hard-Label Textual Adversarial Attack AAAI 2023