research
∙
06/16/2023
Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX
Open-source reinforcement learning (RL) environments have played a cruci...
share
research
∙
03/24/2023
Learning Reward Machines in Cooperative Multi-Agent Tasks
This paper presents a novel approach to Multi-Agent Reinforcement Learni...
research
∙
10/07/2022
Population-Based Reinforcement Learning for Combinatorial Optimization
Applying reinforcement learning (RL) to combinatorial optimization probl...
research
∙
05/31/2022
Hierarchies of Reward Machines
Reward machines (RMs) are a recent formalism for representing the reward...
research
∙
09/08/2020
Induction and Exploitation of Subgoal Automata for Reinforcement Learning
In this paper we present ISA, an approach for learning and exploiting su...
research
∙
11/29/2019
Induction of Subgoal Automata for Reinforcement Learning
In this work we present ISA, a novel approach for learning and exploitin...
research
∙
06/19/2019