Recent neural generation systems have demonstrated the potential for procedurally generating game content, images, stories, and more. However, most neural generation algorithms are "uncontrolled" in the sense that the user has little say in creative decisions beyond the initial prompt specification. Co-creative, mixed-initiative systems require user-centric means of influencing the algorithm, especially when users are unlikely to have machine learning expertise. The key to co-creative systems is the ability to communicate ideas and intent from the user to the agent, as well as from the agent to the user. Key questions in co-creative AI include: How can users express their creative intentions? How can creative AI systems communicate their beliefs, explain their moves, or instruct users to act on their behalf? When should creative AI systems take initiative? The answer to such questions and more will enable us to develop better co-creative systems that make humans more capable of expressing their creative intents. We introduce CREATIVE-WAND, a customizable framework for investigating co-creative mixed-initiative generation. CREATIVE-WAND enables plug-and-play injection of generative models and human-agent communication channels into a chat-based interface. It provides a number of dimensions along which an AI generator and humans can communicate during the co-creative process. We illustrate the CREATIVE-WAND framework by using it to study one dimension of co-creative communication-global versus local creative intent specification by the user-in the context of storytelling.
翻译:然而,大多数神经生成算法都是“不受控制”的,因为用户除了最初的快速规格之外,在创造性决定方面没有发言权。 共同创造、混合创造系统需要以用户为中心的方法来影响算法,特别是当用户不大可能具备机器学习专门知识时。 共同创造系统的关键是能够从用户向代理人以及代理人向用户传递想法和意向。 共同创造性AI的关键问题包括:用户如何表达他们的创造性意图?创造性的人工智能系统如何能传达他们的信仰,解释他们的动作,或指示用户代表他们采取行动? 共同创造性人工智能系统需要以用户为中心的方法影响算法,特别是当用户不大可能拥有机器学习专门知识时。 共同创造性系统的关键是能够从用户向代理人以及代理商向用户传递想法和意图。 共同创造性AI的关键问题包括:用户如何表达他们的创造性意图? 创造性的人工智能系统如何传达他们的信仰,解释他们的动作,或指示用户代表用户采取行动? 当创造性的人工智能系统应该主动的时候? 对这些问题的答案和更多的方法将使我们能够开发更好的共同创造系统,使人类更有能力表达其创造性意图。 我们引入一个基于网络的网络的网络的网络的交流过程。