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Procedural content generation via machine learning (PCGML) has shown success at producing new video game content with machine learning. However, the majority of the work has focused on the production of static game content, including game…

Artificial Intelligence · Computer Science 2020-10-06 Nazanin Yousefzadeh Khameneh , Matthew Guzdial

Learning to communicate is considered an essential task to develop a general AI. While recent literature in language evolution has studied emergent language through discrete or continuous message symbols, there has been little work in the…

Multiagent Systems · Computer Science 2021-09-17 Shresth Verma , Joydip Dhar

As Large Language Models (LLMs) are increasingly deployed in decision-critical domains, it becomes essential to ensure that their confidence estimates faithfully correspond to their actual correctness. Existing calibration methods have…

Computation and Language · Computer Science 2025-08-21 Ke Fang , Tianyi Zhao , Lu Cheng

Text-based games are a popular testbed for language-based reinforcement learning (RL). In previous work, deep Q-learning is commonly used as the learning agent. Q-learning algorithms are challenging to apply to complex real-world domains…

Machine Learning · Computer Science 2023-06-28 Weichen Li , Rati Devidze , Sophie Fellenz

Drama is a form of storytelling inspired by human creativity, proceeding with a predefined storyline, carrying emotions and thoughts. This paper introduces \emph{LLM-based interactive drama}, which endows traditional drama with an…

Computation and Language · Computer Science 2024-05-24 Weiqi Wu , Hongqiu Wu , Lai Jiang , Xingyuan Liu , Jiale Hong , Hai Zhao , Min Zhang

Ideal or real - that is the question.In this work, we explore whether principles from game theory can be effectively applied to the evaluation of large language models (LLMs). This inquiry is motivated by the growing inadequacy of…

Computation and Language · Computer Science 2026-04-07 Gao Yang , Yuhang Liu , Siyu Miao , Xinyue Liang , Zhengyang Liu , Heyan Huang

Text generation aims to produce human-like natural language output for down-stream tasks. It covers a wide range of applications like machine translation, document summarization, dialogue generation and so on. Recently deep neural…

Computation and Language · Computer Science 2022-03-07 Xiaoyu Shen

In the last two decades, the landscape of text generation has undergone tremendous changes and is being reshaped by the success of deep learning. New technologies for text generation ranging from template-based methods to neural…

Computation and Language · Computer Science 2019-05-07 Qiuyun Zhang , Bin Guo , Hao Wang , Yunji Liang , Shaoyang Hao , Zhiwen Yu

Users interact with text, image, code, or other editors on a daily basis. However, machine learning models are rarely trained in the settings that reflect the interactivity between users and their editor. This is understandable as training…

Computation and Language · Computer Science 2023-11-14 Felix Faltings , Michel Galley , Baolin Peng , Kianté Brantley , Weixin Cai , Yizhe Zhang , Jianfeng Gao , Bill Dolan

Game theory provides an effective way to model strategic interactions among rational agents. In the context of formal verification, these ideas can be used to produce guarantees on the correctness of multi-agent systems, with a diverse…

Computer Science and Game Theory · Computer Science 2024-11-11 Marta Kwiatkowska , Gethin Norman , David Parker , Gabriel Santos

In this paper we examine methods for taking game-related information provided in one sensory modality and transforming it to another sensor modality in order to more effectively accommodate sensory-constrained players. We then consider…

Human-Computer Interaction · Computer Science 2021-06-21 Jeffrey Uhlmann

Recent work has proposed a methodology for the systematic evaluation of "Situated Language Understanding Agents"-agents that operate in rich linguistic and non-linguistic contexts-through testing them in carefully constructed interactive…

Computation and Language · Computer Science 2023-11-27 Kranti Chalamalasetti , Jana Götze , Sherzod Hakimov , Brielen Madureira , Philipp Sadler , David Schlangen

We present a literature survey on non-interactive computational story generation. The article starts with the presentation of requirements for creative systems, three types of models of creativity (computational, socio-cultural, and…

Computation and Language · Computer Science 2021-10-22 Luis Miguel Botelho

People can evaluate features of problems and their potential solutions well before we can effectively solve them. When considering a game we have never played, for instance, we might infer whether it is likely to be challenging, fair, or…

Computer Science and Game Theory · Computer Science 2025-02-10 Cedegao E. Zhang , Katherine M. Collins , Lionel Wong , Mauricio Barba , Adrian Weller , Joshua B. Tenenbaum

Personality assessment in career guidance and personnel selection traditionally relies on self-report questionnaires, which are susceptible to response bias, fatigue, and intentional distortion. Game-based assessment offers a promising…

Machine Learning · Computer Science 2026-01-06 Soroush Elyasi , Arya VarastehNezhad , Fattaneh Taghiyareh

Storytelling is fundamental to language, including culture, conversation and communication in their broadest senses. It thus emerges as an essential component of intelligent systems, including systems where natural language is not a primary…

Artificial Intelligence · Computer Science 2019-07-23 David M W Powers

Understanding human behaviour in decision problems and strategic interactions has wide-ranging applications in economics, psychology, and artificial intelligence. Game theory offers a robust foundation for this understanding, based on the…

Computer Science and Game Theory · Computer Science 2024-07-16 Valerio Capraro , Roberto Di Paolo , Matjaz Perc , Veronica Pizziol

Interactive narrative (IN) authors craft spaces of divergent narrative possibilities for players to explore, with the player's input determining which narrative possibilities they actually experience. Generative AI can enable new forms of…

Human-Computer Interaction · Computer Science 2026-01-23 Yi Wang , John Joon Young Chung , Melissa Roemmele , Yuqian Sun , Tiffany Wang , Shm Garanganao Almeda , Brett A. Halperin , Yuwen Lu , Max Kreminski

We study a modified version of the Naming Game, a recently introduced model which describes how shared vocabulary can emerge spontaneously in a population without any central control. In particular, we introduce a new mechanism that allows…

Physics and Society · Physics 2009-11-13 Edgardo Brigatti

Neural video game simulators emerged as powerful tools to generate and edit videos. Their idea is to represent games as the evolution of an environment's state driven by the actions of its agents. While such a paradigm enables users to play…

Computer Vision and Pattern Recognition · Computer Science 2024-01-23 Willi Menapace , Aliaksandr Siarohin , Stéphane Lathuilière , Panos Achlioptas , Vladislav Golyanik , Sergey Tulyakov , Elisa Ricci