conftrace_
← Application Areas
Machine Learning › Application Areas ›

Risk Management

1,064 papers

Papers per year

2
6
121
135
'10
'15
'20
'25

Papers

Confident Off-Policy Evaluation and Selection through Self-Normalized Importance Weighting AISTATS 2021
Robustness and scalability under heavy tails, without strong convexity AISTATS 2021
Learning with risk-averse feedback under potentially heavy tails AISTATS 2021
Regret Minimization for Causal Inference on Large Treatment Space AISTATS 2021
Optimizing Percentile Criterion using Robust MDPs AISTATS 2021
Group testing for connected communities AISTATS 2021
Linear Models are Robust Optimal Under Strategic Behavior AISTATS 2021
SDF-Bayes: Cautious Optimism in Safe Dose-Finding Clinical Trials with Drug Combinations and Heterogeneous Patient Groups AISTATS 2021
Model updating after interventions paradoxically introduces bias AISTATS 2021
Stochastic Dueling Bandits with Adversarial Corruption ALT 2021
Efficient Learning with Arbitrary Covariate Shift ALT 2021
Robust learning under clean-label attack COLT 2021
The Sample Complexity of Robust Covariance Testing COLT 2021
Robust Online Convex Optimization in the Presence of Outliers COLT 2021
Positive-Congruent Training: Towards Regression-Free Model Updates CVPR 2021
MOOD: Multi-Level Out-of-Distribution Detection CVPR 2021
Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification? CVPR 2021
PHASE: Learning Emotional Phase-aware Representations for Suicide Ideation Detection on Social Media EACL 2021
Decision-Focused Summarization EMNLP 2021
Beyond Accuracy: A Consolidated Tool for Visual Question Answering Benchmarking EMNLP 2021
Are Factuality Checkers Reliable? Adversarial Meta-evaluation of Factuality in Summarization EMNLP 2021
Can NLI Models Verify QA Systems’ Predictions? EMNLP 2021
Attacks against Ranking Algorithms with Text Embeddings: A Case Study on Recruitment Algorithms EMNLP 2021
CODEs: Chamfer Out-of-Distribution Examples Against Overconfidence Issue ICCV 2021
Energy-Based Open-World Uncertainty Modeling for Confidence Calibration ICCV 2021