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Risk Management

1053 directly classified papers

Papers per year

Papers

Learning to Mitigate Externalities: the Coase Theorem with Hindsight Rationality NIPS 2024
Bridging Distributional and Risk-sensitive Reinforcement Learning with Provable Regret Bounds JMLR 2024
WeatherGNN: Exploiting Meteo- and Spatial-Dependencies for Local Numerical Weather Prediction Bias-Correction IJCAI 2024
Combining Statistical Depth and Fermat Distance for Uncertainty Quantification NIPS 2024
Preventing Eviction-Caused Homelessness through ML-Informed Distribution of Rental Assistance AAAI 2024
RCL: Reliable Continual Learning for Unified Failure Detection CVPR 2024
CORES: Convolutional Response-based Score for Out-of-distribution Detection CVPR 2024
Improving Industrial Safety by Auto-Generating Case-specific Preventive Recommendations EMNLP 2024
CausalPC: Improving the Robustness of Point Cloud Classification by Causal Effect Identification CVPR 2024
Relying on the Unreliable: The Impact of Language Models’ Reluctance to Express Uncertainty ACL 2024
High Probability and Risk-Averse Guarantees for a Stochastic Accelerated Primal-Dual Method JMLR 2024
Out-of-Distribution Detection through Soft Clustering with Non-Negative Kernel Regression EMNLP 2024
Bayesian Nonparametrics Meets Data-Driven Distributionally Robust Optimization NIPS 2024
Data Contamination Report from the 2024 CONDA Shared Task ACL 2024
Discretionary Trees: Understanding Street-Level Bureaucracy via Machine Learning AAAI 2024
An engine not a camera: Measuring performative power of online search NIPS 2024
Characterizing LLM Abstention Behavior in Science QA with Context Perturbations EMNLP 2024
Localized Adaptive Risk Control NIPS 2024
Can LLMs Replace Clinical Doctors? Exploring Bias in Disease Diagnosis by Large Language Models EMNLP 2024
Risk-Sensitive Online Algorithms (Extended Abstract) COLT 2024
Boosted Conformal Prediction Intervals NIPS 2024
Safeguarding Fraud Detection from Attacks: A Robust Graph Learning Approach IJCAI 2024
Data-Driven Structural Fire Risk Prediction for City Properties AAAI 2024
Towards Revolutionized Smart Grids: An AI-Driven Broker for Improved Operational Efficiency IJCAI 2024
Safety through feedback in Constrained RL NIPS 2024