Reinforcement Learning Under Probabilistic Spatio-Temporal Constraints with Time Windows

no code implementations • 29 Jul 2023 • Xiaoshan Lin, Abbasali Koochakzadeh, Yasin Yazicioglu, Derya Aksaray

We propose an automata-theoretic approach for reinforcement learning (RL) under complex spatio-temporal constraints with time windows.

reinforcement-learning Reinforcement Learning (RL)

Priority Based Synchronization for Faster Learning in Games

no code implementations • 6 Sep 2022 • Abbasali Koochakzadeh, Yasin Yazıcıoğlu

Learning in games has been widely used to solve many cooperative multi-agent problems such as coverage control, consensus, self-reconfiguration or vehicle-target assignment.