| Learning to Make Decisions via Submodular Regularization | Jan 1, 2021 | Active LearningBayesian Optimization | —Unverified | 0 |
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| Understanding and Leveraging Causal Relations in Deep Reinforcement Learning | Jan 1, 2021 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Privacy-Constrained Policies via Mutual Information Regularized Policy Gradients | Dec 30, 2020 | Decision MakingSequential Decision Making | —Unverified | 0 |
| A Regret bound for Non-stationary Multi-Armed Bandits with Fairness Constraints | Dec 24, 2020 | Decision MakingFairness | —Unverified | 0 |
| Autonomous Charging of Electric Vehicle Fleets to Enhance Renewable Generation Dispatchability | Dec 22, 2020 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Off-Policy Optimization of Portfolio Allocation Policies under Constraints | Dec 21, 2020 | Decision MakingPortfolio Optimization | CodeCode Available | 0 |
| Learning Mobile Robot Navigation in the Dense Crowd with Deep Reinforcement Learning | Dec 14, 2020 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Demystify Painting with RL | Dec 14, 2020 | Decision MakingReinforcement Learning (RL) | —Unverified | 0 |
| Hindsight and Sequential Rationality of Correlated Play | Dec 10, 2020 | counterfactualDecision Making | CodeCode Available | 0 |
| Natural Policy Gradient Primal-Dual Method for Constrained Markov Decision Processes | Dec 1, 2020 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Planning with General Objective Functions: Going Beyond Total Rewards | Dec 1, 2020 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Delay and Cooperation in Nonstochastic Linear Bandits | Dec 1, 2020 | Decision MakingSequential Decision Making | —Unverified | 0 |
| On Efficiency in Hierarchical Reinforcement Learning | Dec 1, 2020 | Computational EfficiencyDecision Making | —Unverified | 0 |
| Improving Online Rent-or-Buy Algorithms with Sequential Decision Making and ML Predictions | Dec 1, 2020 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
| R-learning in actor-critic model offers a biologically relevant mechanism for sequential decision-making | Dec 1, 2020 | Decision MakingReinforcement Learning (RL) | —Unverified | 0 |
| LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization | Nov 18, 2020 | Decision MakingReinforcement Learning (RL) | —Unverified | 0 |
| Modality-Buffet for Real-Time Object Detection | Nov 17, 2020 | Decision MakingObject | —Unverified | 0 |
| A New Bandit Setting Balancing Information from State Evolution and Corrupted Context | Nov 16, 2020 | Decision MakingEfficient Exploration | CodeCode Available | 0 |
| Robust Batch Policy Learning in Markov Decision Processes | Nov 9, 2020 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Reliable Off-policy Evaluation for Reinforcement Learning | Nov 8, 2020 | Decision MakingOff-policy evaluation | —Unverified | 0 |
| Single and Multi-Agent Deep Reinforcement Learning for AI-Enabled Wireless Networks: A Tutorial | Nov 6, 2020 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Loss Bounds for Approximate Influence-Based Abstraction | Nov 3, 2020 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| Reinforcement Learning with Efficient Active Feature Acquisition | Nov 2, 2020 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Multi-IRS-assisted Multi-Cell Uplink MIMO Communications under Imperfect CSI: A Deep Reinforcement Learning Approach | Nov 2, 2020 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
