no code implementations • 3 Jul 2023 • Thiago Rios, Stefan Menzel, Bernhard Sendhoff
The current advances in generative AI for learning large neural network models with the capability to produce essays, images, music and even 3D assets from text prompts create opportunities for a manifold of disciplines.
no code implementations • 19 Jun 2023 • Gan Ruan, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao
Different from most other dynamic multi-objective optimization problems (DMOPs), DMOPs with a changing number of objectives usually result in expansion or contraction of the Pareto front or Pareto set manifold.
1 code implementation • 14 Apr 2021 • Hao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao
The few existing studies are limited by the dynamic scenarios considered, and by overly complicated algorithms that are unable to benefit from the wealth of contributions provided by the existing CARP literature.
1 code implementation • 28 Apr 2020 • Rodrigo Canaan, Xianbo Gao, Julian Togelius, Andy Nealen, Stefan Menzel
In this game, coordinated groups of players can leverage pre-established conventions to great effect, but playing in an ad-hoc setting requires agents to adapt to its partner's strategies with no previous coordination.
1 code implementation • 28 Apr 2020 • Rodrigo Canaan, Xianbo Gao, Youjin Chung, Julian Togelius, Andy Nealen, Stefan Menzel
Hanabi is a cooperative game that challenges exist-ing AI techniques due to its focus on modeling the mental states ofother players to interpret and predict their behavior.
no code implementations • 31 Jul 2019 • Xiaofen Lu, Ke Tang, Stefan Menzel, Xin Yao
In this paper, a new framework of employing EAs in the context of dynamic optimization is explored.
no code implementations • 8 Jul 2019 • Rodrigo Canaan, Julian Togelius, Andy Nealen, Stefan Menzel
In complex scenarios where a model of other actors is necessary to predict and interpret their actions, it is often desirable that the model works well with a wide variety of previously unknown actors.
no code implementations • 26 Sep 2018 • Rodrigo Canaan, Stefan Menzel, Julian Togelius, Andy Nealen
We propose the following question: what game-like interactive system would provide a good environment for measuring the impact and success of a co-creative, cooperative agent?
no code implementations • 26 Sep 2018 • Rodrigo Canaan, Haotian Shen, Ruben Rodriguez Torrado, Julian Togelius, Andy Nealen, Stefan Menzel
Hanabi is a cooperative card game with hidden information that has won important awards in the industry and received some recent academic attention.