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Risk Management

1,064 papers

Papers per year

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121
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Papers

Monitoring machine learning-based risk prediction algorithms in the presence of performativity AISTATS 2024
Distributionally Robust Quickest Change Detection using Wasserstein Uncertainty Sets AISTATS 2024
Adaptive Discretization for Event PredicTion (ADEPT) AISTATS 2024
On Counterfactual Metrics for Social Welfare: Incentives, Ranking, and Information Asymmetry AISTATS 2024
Regret Bounds for Risk-sensitive Reinforcement Learning with Lipschitz Dynamic Risk Measures AISTATS 2024
Approximate Leave-one-out Cross Validation for Regression with $\ell_1$ Regularizers AISTATS 2024
Conformal Contextual Robust Optimization AISTATS 2024
Think Before You Duel: Understanding Complexities of Preference Learning under Constrained Resources AISTATS 2024
Bounding Box-based Multi-objective Bayesian Optimization of Risk Measures under Input Uncertainty AISTATS 2024
Designing monitoring strategies for deployed machine learning algorithms: navigating performativity through a causal lens CLEAR 2024
ESDM: Early Sensing Depression Model in Social Media Streams COLING 2024
Saliency-Aware Interpolative Augmentation for Multimodal Financial Prediction COLING 2024
SLaCAD: A Spoken Language Corpus for Early Alzheimer’s Disease Detection COLING 2024
TAAL: Target-Aware Active Learning COLING 2024
Grounding LLMs to In-prompt Instructions: Reducing Hallucinations Caused by Static Pre-training Knowledge COLING 2024
Empowering Users and Mitigating Harm: Leveraging Nudging Principles to Enhance Social Media Safety COLING 2024
Risk-Sensitive Online Algorithms (Extended Abstract) COLT 2024
Beyond Catoni: Sharper Rates for Heavy-Tailed and Robust Mean Estimation COLT 2024
CORES: Convolutional Response-based Score for Out-of-distribution Detection CVPR 2024
CausalPC: Improving the Robustness of Point Cloud Classification by Causal Effect Identification CVPR 2024
RCL: Reliable Continual Learning for Unified Failure Detection CVPR 2024
RoDLA: Benchmarking the Robustness of Document Layout Analysis Models CVPR 2024
Generating Benchmarks for Factuality Evaluation of Language Models EACL 2024
FinBPM: A Framework for Portfolio Management-based Financial Investor Behavior Perception Model EACL 2024
Linguistically Communicating Uncertainty in Patient-Facing Risk Prediction Models EACL 2024