Risk Management

On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models IJCAI 2024 On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods AAAI 2024 On the Worst Prompt Performance of Large Language Models NeurIPS 2024 Optimal Auction Design with User Coupons in Advertising Systems IJCAI 2024 Out-of-Distribution Detection through Soft Clustering with Non-Negative Kernel Regression EMNLP 2024 Pareto Optimal Learning for Estimating Large Language Model Errors ACL 2024 Percentile Risk-Constrained Budget Pacing for Guaranteed Display Advertising in Online Optimization AAAI 2024 PointCVaR: Risk-Optimized Outlier Removal for Robust 3D Point Cloud Classification AAAI 2024 PoRank: A Practical Framework for Learning to Rank Policies IJCAI 2024 PRASS: Probabilistic Risk-averse Robust Learning with Stochastic Search IJCAI 2024 Predicting Acute Pain Levels Implicitly from Vocal Features Interspeech 2024 Preventing Eviction-Caused Homelessness through ML-Informed Distribution of Rental Assistance AAAI 2024 Pricing and Competition for Generative AI NeurIPS 2024 Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy NeurIPS 2024 ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons NeurIPS 2024 Prompt Risk Control: A Rigorous Framework for Responsible Deployment of Large Language Models ICLR 2024 Proving membership in LLM pretraining data via data watermarks ACL 2024 QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers NeurIPS 2024 Quantile-Based Maximum Likelihood Training for Outlier Detection AAAI 2024 RA-PbRL: Provably Efficient Risk-Aware Preference-Based Reinforcement Learning NeurIPS 2024 RCL: Reliable Continual Learning for Unified Failure Detection CVPR 2024 RedCode: Risky Code Execution and Generation Benchmark for Code Agents NeurIPS 2024 Regret Bounds for Risk-sensitive Reinforcement Learning with Lipschitz Dynamic Risk Measures AISTATS 2024 Reliability Estimation of News Media Sources: Birds of a Feather Flock Together NAACL 2024 Relying on the Unreliable: The Impact of Language Models’ Reluctance to Express Uncertainty ACL 2024