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Risk Management

1053 directly classified papers

Papers per year

Papers

Learning Optimal Dynamic Treatment Regimens Subject to Stagewise Risk Controls JMLR 2024
SLaCAD: A Spoken Language Corpus for Early Alzheimer’s Disease Detection COLING 2024
Regret Bounds for Risk-sensitive Reinforcement Learning with Lipschitz Dynamic Risk Measures AISTATS 2024
Bayesian Nonparametrics Meets Data-Driven Distributionally Robust Optimization NIPS 2024
Findings of the Quality Estimation Shared Task at WMT 2024: Are LLMs Closing the Gap in QE? EMNLP 2024
News Risk Alerting System (NRAS): A Data-Driven LLM Approach to Proactive Credit Risk Monitoring EMNLP 2024
Where Am I From? Identifying Origin of LLM-generated Content EMNLP 2024
The Risks of Recourse in Binary Classification AISTATS 2024
On Leakage of Code Generation Evaluation Datasets EMNLP 2024
Can LLMs Replace Clinical Doctors? Exploring Bias in Disease Diagnosis by Large Language Models EMNLP 2024
High Probability and Risk-Averse Guarantees for a Stochastic Accelerated Primal-Dual Method JMLR 2024
Active, anytime-valid risk controlling prediction sets NIPS 2024
Machine Translation Hallucination Detection for Low and High Resource Languages using Large Language Models EMNLP 2024
FinBPM: A Framework for Portfolio Management-based Financial Investor Behavior Perception Model EACL 2024
Combining Machine Learning and Queueing Theory for Data-Driven Incarceration-Diversion Program Management AAAI 2024
SRAP-Agent: Simulating and Optimizing Scarce Resource Allocation Policy with LLM-based Agent EMNLP 2024
Enhancing Healthcare LLM Trust with Atypical Presentations Recalibration EMNLP 2024
Linguistically Communicating Uncertainty in Patient-Facing Risk Prediction Models EACL 2024
Towards ML-supported Triage Prediction in Real-World Emergency Room Scenarios ACL 2024
Bridging Multicalibration and Out-of-distribution Generalization Beyond Covariate Shift NIPS 2024
Empowering Users and Mitigating Harm: Leveraging Nudging Principles to Enhance Social Media Safety COLING 2024
Evidential Stochastic Differential Equations for Time-Aware Sequential Recommendation NIPS 2024
Characterizing LLM Abstention Behavior in Science QA with Context Perturbations EMNLP 2024
Proving membership in LLM pretraining data via data watermarks ACL 2024
Mechanistic Understanding and Mitigation of Language Model Non-Factual Hallucinations EMNLP 2024