Agent Systems

Organizing recurrent network dynamics by task-computation to enable continual learning NeurIPS 2020 Parameter Optimization for Learning-based Control of Control-Affine Systems L4DC 2020 People Do Not Just Plan,They Plan to Plan AAAI 2020 Pitfalls of Learning a Reward Function Online IJCAI 2020 Planning and Acting with Non-Deterministic Events: Navigating between Safe States AAAI 2020 Pointer Graph Networks NeurIPS 2020 POST: POlicy-Based Switch Tracking AAAI 2020 Production-based Cognitive Models as a Test Suite for Reinforcement Learning Algorithms EMNLP 2020 Program Guided Agent ICLR 2020 Providing Uncertainty-Based Advice for Deep Reinforcement Learning Agents (Student Abstract) AAAI 2020 Q-learning with UCB Exploration is Sample Efficient for Infinite-Horizon MDP ICLR 2020 Querying to Find a Safe Policy under Uncertain Safety Constraints in Markov Decision Processes AAAI 2020 Randomized Exploration for Non-Stationary Stochastic Linear Bandits UAI 2020 Rationally Inattentive Inverse Reinforcement Learning Explains YouTube Commenting Behavior JMLR 2020 Reciprocal Learning Networks for Human Trajectory Prediction CVPR 2020 Regularize, Expand and Compress: NonExpansive Continual Learning WACV 2020 Reinforcement-Learning Based Portfolio Management with Augmented Asset Movement Prediction States AAAI 2020 Reinforcement Learning for Safety-Critical Control under Model Uncertainty, using Control Lyapunov Functions and Control Barrier Functions RSS 2020 Reinforcement Learning from Imperfect Demonstrations under Soft Expert Guidance AAAI 2020 Reinforcement Learning with Non-Markovian Rewards AAAI 2020 Reinforcement Mechanism Design: With Applications to Dynamic Pricing in Sponsored Search Auctions AAAI 2020 Residual Force Control for Agile Human Behavior Imitation and Extended Motion Synthesis NeurIPS 2020 Restless-UCB, an Efficient and Low-complexity Algorithm for Online Restless Bandits NeurIPS 2020 RMM: A Recursive Mental Model for Dialogue Navigation EMNLP 2020 Robust-Adaptive Control of Linear Systems: beyond Quadratic Costs NeurIPS 2020