| Deciding What to Learn: A Rate-Distortion Approach | Jan 15, 2021 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Reinforced Imitative Graph Representation Learning for Mobile User Profiling: An Adversarial Training Perspective | Jan 7, 2021 | Decision MakingGraph Representation Learning | —Unverified | 0 |
| Understanding and Leveraging Causal Relations in Deep Reinforcement Learning | Jan 1, 2021 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Computing Preimages of Deep Neural Networks with Applications to Safety | Jan 1, 2021 | Collision AvoidanceDecision Making | —Unverified | 0 |
| Learning to Make Decisions via Submodular Regularization | Jan 1, 2021 | Active LearningBayesian Optimization | —Unverified | 0 |
| Learning to Recover from Failures using Memory | Jan 1, 2021 | Decision MakingMeta-Learning | —Unverified | 0 |
| Divide-and-Conquer Monte Carlo Tree Search | Jan 1, 2021 | continuous-controlContinuous Control | —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 |
| Demystify Painting with RL | Dec 14, 2020 | Decision MakingReinforcement Learning (RL) | —Unverified | 0 |
| Learning Mobile Robot Navigation in the Dense Crowd with Deep Reinforcement Learning | Dec 14, 2020 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Hindsight and Sequential Rationality of Correlated Play | Dec 10, 2020 | counterfactualDecision Making | CodeCode Available | 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 |
| Improving Online Rent-or-Buy Algorithms with Sequential Decision Making and ML Predictions | Dec 1, 2020 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
| Planning with General Objective Functions: Going Beyond Total Rewards | Dec 1, 2020 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Natural Policy Gradient Primal-Dual Method for Constrained Markov Decision Processes | Dec 1, 2020 | Decision MakingSequential Decision Making | —Unverified | 0 |
| On Efficiency in Hierarchical Reinforcement Learning | Dec 1, 2020 | Computational EfficiencyDecision Making | —Unverified | 0 |
| Delay and Cooperation in Nonstochastic Linear Bandits | Dec 1, 2020 | Decision MakingSequential Decision Making | —Unverified | 0 |
| TimeSHAP: Explaining Recurrent Models through Sequence Perturbations | Nov 30, 2020 | Decision MakingFeature Importance | CodeCode Available | 1 |
| 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 |
