Sample Efficient Model-free Reinforcement Learning from LTL Specifications with Optimality Guarantees

2 May 2023

Papers citing "Sample Efficient Model-free Reinforcement Learning from LTL Specifications with Optimality Guarantees"

4 / 4 papers shown

Title
DeepLTL: Learning to Efficiently Satisfy Complex LTL Specifications for Multi-Task RL Mathias Jackermeier Alessandro Abate OffRL 34 1 0 06 Oct 2024
Scalable Signal Temporal Logic Guided Reinforcement Learning via Value Function Space Optimization Yiting He Peiran Liu Yiding Ji OffRL 34 0 0 04 Aug 2024
Mission-driven Exploration for Accelerated Deep Reinforcement Learning with Temporal Logic Task Specifications Jun Wang Hosein Hasanbeig Kaiyuan Tan Zihe Sun Y. Kantaros 25 3 0 28 Nov 2023
Modular Deep Reinforcement Learning for Continuous Motion Planning with Temporal Logic Mingyu Cai Mohammadhosein Hasanbeig Shaoping Xiao Alessandro Abate Z. Kan 74 86 0 24 Feb 2021