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Risk Management

1053 directly classified papers

Papers per year

Papers

Risk-Averse Trust Region Optimization for Reward-Volatility Reduction IJCAI 2020
An End-to-End Optimal Trade Execution Framework based on Proximal Policy Optimization IJCAI 2020
A Two-level Reinforcement Learning Algorithm for Ambiguous Mean-variance Portfolio Selection Problem IJCAI 2020
Market Manipulation: An Adversarial Learning Framework for Detection and Evasion IJCAI 2020
Financial Thought Experiment: A GAN-based Approach to Vast Robust Portfolio Selection IJCAI 2020
Performance as a Constraint: An Improved Wisdom of Crowds Using Performance Regularization IJCAI 2020
Adaptive Sampling for Stochastic Risk-Averse Learning NIPS 2020
Contextual Reserve Price Optimization in Auctions via Mixed Integer Programming NIPS 2020
Energy-based Out-of-distribution Detection NIPS 2020
Balanced Off-Policy Evaluation in General Action Spaces AISTATS 2020
Uniform Convergence of Rank-weighted Learning ICML 2020
Estimation of Bounds on Potential Outcomes For Decision Making ICML 2020
Learning Robust Decision Policies from Observational Data NIPS 2020
No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems NIPS 2020
Street Scene: A new dataset and evaluation protocol for video anomaly detection WACV 2020
Financial Risk Prediction with Multi-Round Q&A Attention Network IJCAI 2020
Learning Bounds for Risk-sensitive Learning NIPS 2020
Deep Smoothing of the Implied Volatility Surface NIPS 2020
Avoiding Side Effects in Complex Environments NIPS 2020
Calibration of Pre-trained Transformers EMNLP 2020
Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis ACML 2020
Reinforcement Learning with Imbalanced Dataset for Data-to-Text Medical Report Generation EMNLP 2020
Gandalf: An Intelligent, End-To-End Analytics Service for Safe Deployment in Large-Scale Cloud Infrastructure NSDI 2020
Modeling Perception Errors towards Robust Decision Making in Autonomous Vehicles IJCAI 2020
Open Problem: Fast and Optimal Online Portfolio Selection COLT 2020