10th International Congress on Advanced Applied Informatics / 9th International Conference on Smart Computing and Artificial Intelligence:, Competitive Paper Award,Multi-Objective Inverse Reinforcement Learning via Non-Negative Matrix FactorizationDaiko Kishikawa Sachiyo Arai
Journal of Advanced Computational Intelligence and Intelligent Informatics 28(2) 403-412 2024年3月
In recent years, inverse reinforcement learning has attracted attention as a method for estimating the intention of actions using the trajectories of various action-taking agents, including human flow data. In the context of reinforcement learning...
Journal of Advanced Computational Intelligence and Intelligent Informatics 28(2) 393-402 2024年3月
Sequential decision-making under multiple objective functions includes the problem of exhaustively searching for a Pareto-optimal policy and the problem of selecting a policy from the resulting set of Pareto-optimal policies based on the decision ...
Proceedings of the Annual Conference of JSAI JSAI2021 3N3IS2e05-3N3IS2e05 2021年
Recently, inverse reinforcement learning, which estimates the reward from an expert's trajectories, has been attracting attention for imitating complex behaviors and estimating intentions. This study proposes a novel deep inverse reinforcement lea...