reward machine

Do It for HER: First-Order Temporal Logic Reward Specification in Reinforcement Learning AAAI 2026 Continuous-Time Reward Machines IJCAI 2025 Reward Translation via Reward Machine in Semi-Alignable MDPs ICML 2025 Contextual Pre-planning on Reward Machine Abstractions for Enhanced Transfer in Deep Reinforcement Learning AAAI 2024 Decomposing Temporal Equilibrium Strategy for Coordinated Distributed Multi-Agent Reinforcement Learning AAAI 2024 On the Expressivity of Objective-Specification Formalisms in Reinforcement Learning ICLR 2024 Reinforcement Learning with LTL and ω-Regular Objectives via Optimality-Preserving Translation to Average Rewards NeurIPS 2024 Reward Machines for Deep RL in Noisy and Uncertain Environments NeurIPS 2024 Exploration in Reward Machines with Low Regret AISTATS 2023 Hierarchies of Reward Machines ICML 2023 Reward-machine-guided, self-paced reinforcement learning UAI 2023 A Hierarchical Bayesian Approach to Inverse Reinforcement Learning with Symbolic Reward Machines ICML 2022 Multi-Agent Intention Progression with Reward Machines IJCAI 2022 Reinforcement Learning with Stochastic Reward Machines AAAI 2022 Learning Reward Machines for Partially Observable Reinforcement Learning NeurIPS 2019 LTL and Beyond: Formal Languages for Reward Function Specification in Reinforcement Learning IJCAI 2019 Using Reward Machines for High-Level Task Specification and Decomposition in Reinforcement Learning ICML 2018