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Policy Learning

2068 directly classified papers

Papers per year

Papers

Near-Optimal Goal-Oriented Reinforcement Learning in Non-Stationary Environments NIPS 2022
PALMER: Perception - Action Loop with Memory for Long-Horizon Planning NIPS 2022
DNA: Proximal Policy Optimization with a Dual Network Architecture NIPS 2022
Lyapunov Design for Robust and Efficient Robotic Reinforcement Learning CORL 2022
Global Convergence of Direct Policy Search for State-Feedback $\mathcal{H}_\infty$ Robust Control: A Revisit of Nonsmooth Synthesis with Goldstein Subdifferential NIPS 2022
Regret Bounds for Risk-Sensitive Reinforcement Learning NIPS 2022
Reinforcement Learning Explainability via Model Transforms (Student Abstract) AAAI 2022
How to Reduce Action Space for Planning Domains? (Student Abstract) AAAI 2022
Adaptive Pairwise Weights for Temporal Credit Assignment AAAI 2022
Robust Action Gap Increasing with Clipped Advantage Learning AAAI 2022
MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022
Goal Recognition as Reinforcement Learning AAAI 2022
Model-Based Offline Planning with Trajectory Pruning IJCAI 2022
Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022
Efficient Risk-Averse Reinforcement Learning NIPS 2022
Episodic Policy Gradient Training AAAI 2022
Same State, Different Task: Continual Reinforcement Learning without Interference AAAI 2022
Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization AAAI 2022
Theoretical Guarantees of Fictitious Discount Algorithms for Episodic Reinforcement Learning and Global Convergence of Policy Gradient Methods AAAI 2022
Constraint Sampling Reinforcement Learning: Incorporating Expertise for Faster Learning AAAI 2022
Unsupervised Reinforcement Learning in Multiple Environments AAAI 2022
Reinforcement Learning with Stochastic Reward Machines AAAI 2022
Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes AAAI 2022
Context-Specific Representation Abstraction for Deep Option Learning AAAI 2022
Admissible Policy Teaching through Reward Design AAAI 2022