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Risk Management

1053 directly classified papers

Papers per year

Papers

Test for non-negligible adverse shifts UAI 2022
AI Facilitated Isolations? The Impact of Recommendation-based Influence Diffusion in Human Society IJCAI 2022
Gaussian Process Uniform Error Bounds with Unknown Hyperparameters for Safety-Critical Applications ICML 2022
A Risk-Averse Mechanism for Suicidality Assessment on Social Media ACL 2022
Data-Driven Conditional Robust Optimization NIPS 2022
Instrumental Variable Regression with Confounder Balancing ICML 2022
Model Agnostic Sample Reweighting for Out-of-Distribution Learning ICML 2022
On the Limitations of Reference-Free Evaluations of Generated Text EMNLP 2022
Beyond IID: data-driven decision-making in heterogeneous environments NIPS 2022
Empirical Risk Minimization under Random Censorship JMLR 2022
Finite-Sum Coupled Compositional Stochastic Optimization: Theory and Applications ICML 2022
Debiased, Longitudinal and Coordinated Drug Recommendation through Multi-Visit Clinic Records NIPS 2022
Learning Pareto-Efficient Decisions with Confidence AISTATS 2022
3DeformRS: Certifying Spatial Deformations on Point Clouds CVPR 2022
Training on the Test Set: Mapping the System-Problem Space in AI AAAI 2022
Bayesian Risk Markov Decision Processes NIPS 2022
Robustly-reliable learners under poisoning attacks COLT 2022
On-the-fly adaptation of patrolling strategies in changing environments UAI 2022
Evaluating Robustness to Dataset Shift via Parametric Robustness Sets NIPS 2022
Obtaining Calibrated Probabilities with Personalized Ranking Models AAAI 2022
AnchorFace: Boosting TAR@FAR for Practical Face Recognition AAAI 2022
Decision-Dependent Risk Minimization in Geometrically Decaying Dynamic Environments AAAI 2022
Tractable Explanations for d-DNNF Classifiers AAAI 2022
Investigating the detection of Tortured Phrases in Scientific Literature COLING 2022
A Wasserstein Distance Approach for Concentration of Empirical Risk Estimates JMLR 2022