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Recommender systems have become important tools to support users in identifying relevant content in an overloaded information space. To ease the development of recommender systems, a number of recommender frameworks have been proposed that…

信息检索 · 计算机科学 2019-01-03 Dominik Kowald , Simone Kopeinik , Elisabeth Lex

Recent large language models (LLMs) have demonstrated great potential toward intelligent agents and next-gen automation, but there currently lacks a systematic benchmark for evaluating LLMs' abilities as agents. We introduce SmartPlay: both…

机器学习 · 计算机科学 2024-03-19 Yue Wu , Xuan Tang , Tom M. Mitchell , Yuanzhi Li

This position paper argues for two claims regarding AI testing and evaluation. First, to remain informative about deployment behaviour, evaluations need account for the possibility that AI systems understand their circumstances and reason…

计算机科学与博弈论 · 计算机科学 2025-08-22 Vojtech Kovarik , Eric Olav Chen , Sami Petersen , Alexis Ghersengorin , Vincent Conitzer

Interacting with human agents in complex scenarios presents a significant challenge for robotic navigation, particularly in environments that necessitate both collision avoidance and collaborative interaction, such as indoor spaces. Unlike…

机器人学 · 计算机科学 2024-11-07 Lingfeng Sun , Yixiao Wang , Pin-Yun Hung , Changhao Wang , Xiang Zhang , Zhuo Xu , Masayoshi Tomizuka

In this paper, we introduce a system called GamePad that can be used to explore the application of machine learning methods to theorem proving in the Coq proof assistant. Interactive theorem provers such as Coq enable users to construct…

机器学习 · 计算机科学 2018-12-24 Daniel Huang , Prafulla Dhariwal , Dawn Song , Ilya Sutskever

As modern video games become increasingly complex, traditional manual testing methods are proving costly and inefficient, limiting the ability to ensure high-quality game experiences. While advancements in Artificial Intelligence (AI) offer…

人机交互 · 计算机科学 2026-04-07 Boran Zhang , Muhan Xu , Zhijun Pan

Game development-based approaches are increasingly used to design curricula that can engage students, as these can help them apply and practice learnt computer science concepts. However, it can become complex to develop a minimum working…

软件工程 · 计算机科学 2022-06-22 Noble Saji Mathews , Sridhar Chimalakonda

In multi-player card games such as Skat or Bridge, the early stages of the game, such as bidding, game selection, and initial card selection, are often more critical to the success of the play than refined middle- and end-game play. At the…

人工智能 · 计算机科学 2025-12-18 Stefan Edelkamp

Strong foundations in basic AI techniques are key to understanding more advanced concepts. We believe that introducing AI techniques, such as search methods, early in higher education helps create a deeper understanding of the concepts seen…

人工智能 · 计算机科学 2024-04-26 Ken Hasselmann , Quentin Lurkin

Augmenting large language models (LLMs) with external tools is a promising avenue for developing high-performance mathematical reasoning systems. Prior tool-augmented approaches typically finetune an LLM to select and invoke a single tool…

计算与语言 · 计算机科学 2025-08-25 Bohan Yao , Vikas Yadav

Games are a simplified model of reality and often serve as a favored platform for Artificial Intelligence (AI) research. Much of the research is concerned with game-playing agents and their decision making processes. The game of Guandan…

人工智能 · 计算机科学 2024-02-22 Yifan Yanggong , Hao Pan , Lei Wang

Playtesting is the process in which people play a video game for testing. It is critical for the quality assurance of gaming software. Manual playtesting is time-consuming and expensive. However, automating this process is challenging, as…

软件工程 · 计算机科学 2025-07-15 Yan Zhao , Chiwei Tang

In recent years, trends towards studying simulated games have gained momentum in the fields of artificial intelligence, cognitive science, psychology, and neuroscience. The intersections of these fields have also grown recently, as…

人工智能 · 计算机科学 2021-02-26 Nicholas Watters , Joshua Tenenbaum , Mehrdad Jazayeri

Human computation games (HCGs) are a crowdsourcing approach to solving computationally-intractable tasks using games. In this paper, we describe the need for generalizable HCG design knowledge that accommodates the needs of both players and…

人机交互 · 计算机科学 2017-06-13 Kristin Siu , Alexander Zook , Mark O. Riedl

Game environments provide rich, controllable settings that stimulate many aspects of real-world complexity. As such, game agents offer a valuable testbed for exploring capabilities relevant to Artificial General Intelligence. Recently, the…

In many board games and other abstract games, patterns have been used as features that can guide automated game-playing agents. Such patterns or features often represent particular configurations of pieces, empty positions, etc., which may…

人工智能 · 计算机科学 2023-05-05 Dennis J. N. J. Soemers , Éric Piette , Matthew Stephenson , Cameron Browne

The exponential growth of data volumes has led to escalating computational costs in machine learning model training. However, many features fail to contribute positively to model performance while consuming substantial computational…

机器学习 · 计算机科学 2025-12-01 Chi Zhao , Jing Liu , Elena Parilina

Static analysis is a mature field with applications to bug detection, security analysis, and code optimization, etc. To facilitate these applications, static analysis frameworks play an essential role by providing a series of fundamental…

编程语言 · 计算机科学 2022-08-02 Tian Tan , Yue Li

In the empirical approach to game-theoretic analysis (EGTA), the model of the game comes not from declarative representation, but is derived by interrogation of a procedural description of the game environment. The motivation for developing…

计算机科学与博弈论 · 计算机科学 2025-02-21 Michael P. Wellman , Karl Tuyls , Amy Greenwald

Dungeon Crawl Stone Soup is a popular, single-player, free and open-source rogue-like video game with a sufficiently complex decision space that makes it an ideal testbed for research in cognitive systems and, more generally, artificial…

人工智能 · 计算机科学 2019-02-06 Dustin Dannenhauer , Michael W. Floyd , Jonathan Decker , David W. Aha