Risk Management

Piecewise Stationary Bandits under Risk Criteria AISTATS 2023 Post-Abstention: Towards Reliably Re-Attempting the Abstained Instances in QA ACL 2023 Pricing Experimental Design: Causal Effect, Expected Revenue and Tail Risk ICML 2023 Probably Anytime-Safe Stochastic Combinatorial Semi-Bandits ICML 2023 Proportional Response: Contextual Bandits for Simple and Cumulative Regret Minimization NeurIPS 2023 Protego: Overload Control for Applications with Unpredictable Lock Contention NSDI 2023 Provable Guarantees for Generative Behavior Cloning: Bridging Low-Level Stability and High-Level Behavior NeurIPS 2023 Pseudo Outlier Exposure for Out-of-Distribution Detection using Pretrained Transformers ACL 2023 Quantifying Harm IJCAI 2023 Quantile Risk Control: A Flexible Framework for Bounding the Probability of High-Loss Predictions ICLR 2023 RADIUS: Risk-Aware, Real-Time, Reachability-Based Motion Planning RSS 2023 Realistic Synthetic Financial Transactions for Anti-Money Laundering Models NeurIPS 2023 RECESS Vaccine for Federated Learning: Proactive Defense Against Model Poisoning Attacks NeurIPS 2023 Recognizing Learner Handwriting Retaining Orthographic Errors for Enabling Fine-Grained Error Feedback ACL 2023 Recovering Top-Two Answers and Confusion Probability in Multi-Choice Crowdsourcing ICML 2023 Rehearsal Learning for Avoiding Undesired Future NeurIPS 2023 Rethinking Out-of-Distribution (OOD) Detection: Masked Image Modeling Is All You Need CVPR 2023 Revisit PCA-based Technique for Out-of-Distribution Detection ICCV 2023 Risk-aware curriculum generation for heavy-tailed task distributions UAI 2023 Risk-limiting financial audits via weighted sampling without replacement UAI 2023 RiskQ: Risk-sensitive Multi-Agent Reinforcement Learning Value Factorization NeurIPS 2023 Robust and private stochastic linear bandits ICML 2023 Robust Bayesian Satisficing NeurIPS 2023 Robust Learning with Progressive Data Expansion Against Spurious Correlation NeurIPS 2023 Run-off Election: Improved Provable Defense against Data Poisoning Attacks ICML 2023