← Application Areas
Machine Learning › Application Areas ›

Risk Management

1053 directly classified papers

Papers per year

Papers

Augmented Lagrangian Risk-constrained Reinforcement Learning for Portfolio Optimization (Student Abstract) AAAI 2025
Can Watermarking Large Language Models Prevent Copyrighted Text Generation and Hide Training Data? AAAI 2025
Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025
FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in Finance Domain EMNLP 2025
Tagged Span Annotation for Detecting Translation Errors in Reasoning LLMs EMNLP 2025
DiL: An Explainable and Practical Metric for Abnormal Uncertainty in Object Detection WACV 2025
GPU-Accelerated Parallel Bilevel Optimization for Roubst 6G ISAC AAAI 2025
Certified Mitigation of Worst-Case LLM Copyright Infringement EMNLP 2025
Confidence-based Estimators for Predictive Performance in Model Monitoring (Abstract Reprint) IJCAI 2025
Are LLMs reliable? An exploration of the reliability of large language models in clinical note generation ACL 2025
Lessons for Editors of AI Incidents from the AI Incident Database AAAI 2025
Learning Production Functions for Supply Chains with Graph Neural Networks AAAI 2025
Detecting Omissions in LLM-Generated Medical Summaries EMNLP 2025
SMART: Simulated Students Aligned with Item Response Theory for Question Difficulty Prediction EMNLP 2025
ITP: Instance-Aware Test Pruning for Out-of-Distribution Detection AAAI 2025
Towards Enhancing Road Safety in South Carolina Using Insights from Traffic and Driver-Education Data (Student Abstract) AAAI 2025
When Claims Evolve: Evaluating and Enhancing the Robustness of Embedding Models Against Misinformation Edits ACL 2025
Global Attribute-Association Pattern Aggregation for Graph Fraud Detection AAAI 2025
Towards the Terminator Economy: Assessing Job Exposure to AI Through LLMs IJCAI 2025
Calibrating LLMs for Text-to-SQL Parsing by Leveraging Sub-clause Frequencies EMNLP 2025
On Counterfactual Metrics for Social Welfare: Incentives, Ranking, and Information Asymmetry AISTATS 2024
Claim Check-Worthiness Detection: How Well do LLMs Grasp Annotation Guidelines? EMNLP 2024
SeTAR: Out-of-Distribution Detection with Selective Low-Rank Approximation NIPS 2024
Fusing Individualized Treatment Rules Using Secondary Outcomes AISTATS 2024
Reliability Estimation of News Media Sources: Birds of a Feather Flock Together NAACL 2024