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In this work we investigate the systems that implements algorithms for the planning problem in Artificial Intelligence, called planners, with especial attention to the planners based on the plan graph. We analyze the problem of comparing…

人工智能 · 计算机科学 2012-10-26 João Eugenio Marynowski

Over the last year, the amount of research in hierarchical planning has increased, leading to significant improvements in the performance of planners. However, the research is diverging and planners are somewhat hard to compare against each…

人工智能 · 计算机科学 2019-09-11 D. Höller , G. Behnke , P. Bercher , S. Biundo , H. Fiorino , D. Pellier , R. Alford

In recent years research in the planning community has moved increasingly toward s application of planners to realistic problems involving both time and many typ es of resources. For example, interest in planning demonstrated by the space…

人工智能 · 计算机科学 2011-06-24 M. Fox , D. Long

Collaborative competitions have gained popularity in the scientific and technological fields. These competitions involve defining tasks, selecting evaluation scores, and devising result verification methods. In the standard scenario,…

机器学习 · 计算机科学 2024-08-22 Sergio Nava-Muñoz , Mario Graff , Hugo Jair Escalante

Argumentation is a major topic in the study of Artificial Intelligence. Since the first edition in 2015, advancements in solving (abstract) argumentation frameworks are assessed in competition events, similar to other closely related…

人工智能 · 计算机科学 2019-09-04 Sarah A. Gaggl , Thomas Linsbichler , Marco Maratea , Stefan Woltran

This chapter provides a comprehensive overview of the pragmatic aspects involved in organizing AI competitions. We begin by discussing strategies to incentivize participation, touching upon effective communication techniques, aligning with…

机器学习 · 计算机科学 2024-01-10 Magali Richard , Yuna Blum , Justin Guinney , Gustavo Stolovitzky , Adrien Pavão

The ecosystem of artificial intelligence competitions is a diverse and multifaceted landscape, encompassing a variety of platforms that each host numerous competitions annually, alongside a plethora of specialized websites dedicated to…

机器学习 · 计算机科学 2023-12-11 Andrey Ustyuzhanin , Harald Carlens

This paper describes the Grid Optimization (GO) Competition Challenge 3, focusing on the problem motivation, formulation, solvers submitted by competition entrants, and analysis of the solutions produced. Funded by DOE/ARPA-E and led by a…

数值分析 · 数学 2024-11-20 Jesse T. Holzer , Stephen Elbert , Hans Mittelmann , Richard O'Neill , HyungSeon Oh

Academic challenges comprise effective means for (i) advancing the state of the art, (ii) putting in the spotlight of a scientific community specific topics and problems, as well as (iii) closing the gap for under represented communities in…

机器学习 · 计算机科学 2023-12-04 Hugo Jair Escalante , Aleksandra Kruchinina

Artificial Intelligence (AI) planning is a flourishing research and development discipline that provides powerful tools for searching a course of action that achieves some user goal. While these planning tools show excellent performance on…

人工智能 · 计算机科学 2021-02-23 Sebastian Graef , Ilche Georgievski

Recent trends in planning research have led to empirical comparison becoming commonplace. The field has started to settle into a methodology for such comparisons, which for obvious practical reasons requires running a subset of planners on…

人工智能 · 计算机科学 2011-06-10 E. Dahlman , A. E. Howe

This is the proceedings of PLACES'10, the 3rd Workshop on Programming Language Approaches to Concurrency and Communication-cEntric Software, held in Pathos, Cyprus, on 21st Mach, 2010, co-located with the ETAPS federated conferences. PLACES…

编程语言 · 计算机科学 2011-10-19 Kohei Honda , Alan Mycroft

In 2024, we will hold a research paper competition (the third Human Understanding AI Paper Challenge) for the research and development of artificial intelligence technologies to understand human daily life. This document introduces the…

机器学习 · 计算机科学 2024-03-26 Se Won Oh , Hyuntae Jeong , Jeong Mook Lim , Seungeun Chung , Kyoung Ju Noh

To accelerate research on adversarial examples and robustness of machine learning classifiers, Google Brain organized a NIPS 2017 competition that encouraged researchers to develop new methods to generate adversarial examples as well as to…

Solver competitions play a prominent role in assessing and advancing the state of the art for solving many problems in AI and beyond. Notably, in many areas of AI, competitions have had substantial impact in guiding research and…

人工智能 · 计算机科学 2023-08-10 Chris Fawcett , Mauro Vallati , Holger H. Hoos , Alfonso E. Gerevini

Planning is central to agents and agentic AI. The ability to plan, e.g., creating travel itineraries within a budget, holds immense potential in both scientific and commercial contexts. Moreover, optimal plans tend to require fewer…

人工智能 · 计算机科学 2025-04-22 Haoming Li , Zhaoliang Chen , Jonathan Zhang , Fei Liu

The increasingly concurrent and parallel landscape of hardware and software infrastructures demands the exploration and understanding of a wide variety of foundational and practical ideas. The International Workshop on Programming Language…

编程语言 · 计算机科学 2022-03-24 Marco Carbone , Rumyana Neykova

The early classifications of the computational complexity of planning under various restrictions in STRIPS (Bylander) and SAS+ (Baeckstroem and Nebel) have influenced following research in planning in many ways. We go back and reanalyse…

人工智能 · 计算机科学 2012-08-14 Christer Baeckstroem , Yue Chen , Peter Jonsson , Sebastian Ordyniak , Stefan Szeider

AI Planning, Machine Learning and Process Mining have so far developed into separate research fields. At the same time, many interesting concepts and insights have been gained at the intersection of these areas in recent years. For example,…

人工智能 · 计算机科学 2022-08-19 Peter Fettke , Alexander Rombach

Any sports competition needs a timetable, specifying when and where teams meet each other. The recent International Timetabling Competition (ITC2021) on sports timetabling showed that, although it is possible to develop general algorithms,…

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