GitHub

Sotopia: an Open-ended Social Learning Environment

Sotopia is an open-ended social learning environment that allows agents to interact with each other and the environment. The environment is designed to be a platform for evaluating and faciliating ...
IEEE

Model-Free Reinforcement Learning for Spatiotemporal Tasks Using Symbolic Automata

Abstract: Reinforcement learning (RL) is a popular paradigm for synthesizing controllers in environments modeled as Markov Decision Processes (MDPs). The RL formulation assumes that users define local ...
IEEE

Optimizing Energy Consumption and Coverage in Underwater Magnetic Induction-Assisted Acoustic WSNs Using Learning Automata-Based Cooperative MIMO Formation

Abstract: Underwater Wireless Sensor Networks (UWSNs) offer promising exploration capabilities in challenging underwater environments, necessitating a focus on reducing energy consumption while ...