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Risk Management

1,064 papers

Papers per year

2
6
121
135
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Papers

Exponential Bellman Equation and Improved Regret Bounds for Risk-Sensitive Reinforcement Learning NIPS 2021
Disrupting Deep Uncertainty Estimation Without Harming Accuracy NIPS 2021
Boosted CVaR Classification NIPS 2021
RMIX: Learning Risk-Sensitive Policies for Cooperative Reinforcement Learning Agents NIPS 2021
Optimal Best-Arm Identification Methods for Tail-Risk Measures NIPS 2021
Unintended Selection: Persistent Qualification Rate Disparities and Interventions NIPS 2021
Dynamic COVID risk assessment accounting for community virus exposure from a spatial-temporal transmission model NIPS 2021
Bandit Quickest Changepoint Detection NIPS 2021
Can multi-label classification networks know what they don’t know? NIPS 2021
Soft Calibration Objectives for Neural Networks NIPS 2021
Beta-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Neural Network Robustness Verification NIPS 2021
Risk-Averse Zero-Order Trajectory Optimization CORL 2021
The LOB Recreation Model: Predicting the Limit Order Book from TAQ History Using an Ordinary Differential Equation Recurrent Neural Network AAAI 2021
Efficient Certification of Spatial Robustness AAAI 2021
On Estimating Recommendation Evaluation Metrics under Sampling AAAI 2021
A Market-Inspired Bidding Scheme for Peer Review Paper Assignment AAAI 2021
Catch Me if I Can: Detecting Strategic Behaviour in Peer Assessment AAAI 2021
Savable but Lost Lives when ICU Is Overloaded: a Model from 733 Patients in Epicenter Wuhan, China AAAI 2021
Coupon Design in Advertising Systems AAAI 2021
ExGAN: Adversarial Generation of Extreme Samples AAAI 2021
Sample-Specific Output Constraints for Neural Networks AAAI 2021
Learning Prediction Intervals for Model Performance AAAI 2021
Learning to Cascade: Confidence Calibration for Improving the Accuracy and Computational Cost of Cascade Inference Systems AAAI 2021
Variance Penalized On-Policy and Off-Policy Actor-Critic AAAI 2021
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning AAAI 2021