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Risk Management

1053 directly classified papers

Papers per year

Papers

Learning Prediction Intervals for Model Performance AAAI 2021
Where there's Smoke, there's Fire: Wildfire Risk Predictive Modeling via Historical Climate Data AAAI 2021
Multimodal Multi-Speaker Merger & Acquisition Financial Modeling: A New Task, Dataset, and Neural Baselines ACL 2021
Accelerometer-Based Measurements of Voice Quality in Children During Semi-Occluded Vocal Tract Exercise with a Narrow Straw in Air INTERSPEECH 2021
Outlier Impact Characterization for Time Series Data AAAI 2021
Mandoline: Model Evaluation under Distribution Shift ICML 2021
Revisiting the Calibration of Modern Neural Networks NIPS 2021
A Market-Inspired Bidding Scheme for Peer Review Paper Assignment AAAI 2021
Learning Queueing Policies for Organ Transplantation Allocation using Interpretable Counterfactual Survival Analysis ICML 2021
PHASE: Learning Emotional Phase-aware Representations for Suicide Ideation Detection on Social Media EACL 2021
Identifying and Benchmarking Natural Out-of-Context Prediction Problems NIPS 2021
Model updating after interventions paradoxically introduces bias AISTATS 2021
Optimizing Percentile Criterion using Robust MDPs AISTATS 2021
DOCTOR: A Simple Method for Detecting Misclassification Errors NIPS 2021
Revealing and Protecting Labels in Distributed Training NIPS 2021
Disrupting Deep Uncertainty Estimation Without Harming Accuracy NIPS 2021
Risk-averse Heteroscedastic Bayesian Optimization NIPS 2021
Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates ACL 2021
Identifying Hijacked Reviews ACL 2021
Decision-Focused Summarization EMNLP 2021
Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification? CVPR 2021
Stochastic Dueling Bandits with Adversarial Corruption ALT 2021
Efficient Learning with Arbitrary Covariate Shift ALT 2021
DORO: Distributional and Outlier Robust Optimization ICML 2021
Adapting to misspecification in contextual bandits with offline regression oracles ICML 2021