average reward

Logarithmic regret in communicating MDPs: Leveraging known dynamics with bandits ACML 2023 Off-Policy Average Reward Actor-Critic with Deterministic Policy Search ICML 2023 Performance Bounds for Policy-Based Average Reward Reinforcement Learning Algorithms NeurIPS 2023 Robust Average-Reward Markov Decision Processes AAAI 2023 Sharper Model-free Reinforcement Learning for Average-reward Markov Decision Processes COLT 2023 A Provably-Efficient Model-Free Algorithm for Infinite-Horizon Average-Reward Constrained Markov Decision Processes AAAI 2022 Finite-Time Convergence and Sample Complexity of Multi-Agent Actor-Critic Reinforcement Learning with Average Reward ICLR 2022 Influencing Long-Term Behavior in Multiagent Reinforcement Learning NeurIPS 2022 Average-Reward Learning and Planning with Options NeurIPS 2021 Optimal Policies Tend To Seek Power NeurIPS 2021 Temporal-Logic-Based Reward Shaping for Continuing Reinforcement Learning Tasks AAAI 2021 Finite-Memory Near-Optimal Learning for Markov Decision Processes with Long-Run Average Reward UAI 2020 Hierarchical Average Reward Policy Gradient Algorithms (Student Abstract) AAAI 2020 Learning Fair Policies in Multi-Objective (Deep) Reinforcement Learning with Average and Discounted Rewards ICML 2020 Model-free Reinforcement Learning in Infinite-horizon Average-reward Markov Decision Processes ICML 2020 Scalable Multi-Agent Reinforcement Learning for Networked Systems with Average Reward NeurIPS 2020 Exploration Bonus for Regret Minimization in Discrete and Continuous Average Reward MDPs NeurIPS 2019 Maximum Expected Hitting Cost of a Markov Decision Process and Informativeness of Rewards NeurIPS 2019 On Average Reward Policy Evaluation in Infinite-State Partially Observable Systems AISTATS 2012 Adaptive Step-size Policy Gradients with Average Reward Metric ACML 2010 Basis Construction from Power Series Expansions of Value Functions NeurIPS 2010 Hierarchical Average Reward Reinforcement Learning JMLR 2007 Optimistic Linear Programming gives Logarithmic Regret for Irreducible MDPs NeurIPS 2007