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Successful application of large language models (LLMs) to robotic planning and execution may pave the way to automate numerous real-world tasks. Promising recent research has been conducted showing that the knowledge contained in LLMs can…

机器人学 · 计算机科学 2024-07-23 Ateeq Sharfuddin , Travis Breaux

An experimental comparison of two or more optimization algorithms requires the same computational resources to be assigned to each algorithm. When a maximum runtime is set as the stopping criterion, all algorithms need to be executed in the…

性能 · 计算机科学 2024-02-09 Etor Arza , Josu Ceberio , Ekhiñe Irurozki , Aritz Pérez

Autonomous planning has been an ongoing pursuit since the inception of artificial intelligence. Based on curated problem solvers, early planning agents could deliver precise solutions for specific tasks but lacked generalization. The…

人工智能 · 计算机科学 2024-10-17 Jian Xie , Kexun Zhang , Jiangjie Chen , Siyu Yuan , Kai Zhang , Yikai Zhang , Lei Li , Yanghua Xiao

The problem of solving a parity game is at the core of many problems in model checking, satisfiability checking and program synthesis. Some of the best algorithms for solving parity game are strategy improvement algorithms. These are global…

计算机科学与博弈论 · 计算机科学 2010-06-09 Oliver Friedmann , Martin Lange

Randomized sampling based algorithms are widely used in robot motion planning due to the problem's intractability, and are experimentally effective on a wide range of problem instances. Most variants do not sample uniformly at random, and…

Recent research has demonstrated the effectiveness of Artificial Intelligence (AI), and more specifically, Large Language Models (LLMs), in supporting network configuration synthesis and automating network diagnosis tasks, among others. In…

网络与互联网体系结构 · 计算机科学 2025-07-08 Zhihao Wang , Alessandro Cornacchia , Franco Galante , Carlo Centofanti , Alessio Sacco , Dingde Jiang

Recently, width-based planning methods have been shown to yield state-of-the-art results in the Atari 2600 video games. For this, the states were associated with the (RAM) memory states of the simulator. In this work, we consider the same…

人工智能 · 计算机科学 2018-01-11 Wilmer Bandres , Blai Bonet , Hector Geffner

Evaluating the robustness of automated driving planners is a critical and challenging task. Although methodologies to evaluate vehicles are well established, they do not yet account for a reality in which vehicles with autonomous components…

密码学与安全 · 计算机科学 2022-05-31 Andres Molina-Markham , Silvia G. Ionescu , Erin Lanus , Derek Ng , Sam Sommerer , Joseph J. Rushanan

As autonomous agents become more ubiquitous, they will eventually have to reason about the plans of other agents, which is known as theory of mind reasoning. We develop a planning-as-inference framework in which agents perform nested…

人工智能 · 计算机科学 2020-03-06 Iris Rubi Seaman , Jan-Willem van de Meent , David Wingate

As data scientists grapple with increasingly complex ethical decisions in machine learning (ML) and data science, the field of algorithmic fairness has offered multiple solutions, from formal mathematical definitions to holistic notions of…

计算机与社会 · 计算机科学 2026-05-05 Jennah Gosciak , Karen Levy , Allison Koenecke

Path planning in the multi-robot system refers to calculating a set of actions for each robot, which will move each robot to its goal without conflicting with other robots. Lately, the research topic has received significant attention for…

机器人学 · 计算机科学 2022-12-02 Jingchuan Chen , Wei Chen , Jing Li , Xiguang Wei , Wenzhe Tan , Zuo-Jun Max Shen , Hongbo Li

The survey provides an overview of the developing area of parameterized algorithms for graph modification problems. We concentrate on edge modification problems, where the task is to change a small number of adjacencies in a graph in order…

数据结构与算法 · 计算机科学 2020-02-19 Christophe Crespelle , Pål Grønås Drange , Fedor V. Fomin , Petr A. Golovach

As automatic optimization techniques find their way into industrial applications, the behavior of many complex systems is determined by some form of planner picking the right actions to optimize a given objective function. In many cases,…

神经与进化计算 · 计算机科学 2018-10-31 Thomas Gabor , Lenz Belzner , Thomy Phan , Kyrill Schmid

Urban planning refers to the efforts of designing land-use configurations. Effective urban planning can help to mitigate the operational and social vulnerability of a urban system, such as high tax, crimes, traffic congestion and accidents,…

人工智能 · 计算机科学 2021-01-08 Dongjie Wang , Yanjie Fu , Pengyang Wang , Bo Huang , Chang-Tien Lu

The planning ability of Large Language Models (LLMs) has garnered increasing attention in recent years due to their remarkable capacity for multi-step reasoning and their ability to generalize across a wide range of domains. While some…

人工智能 · 计算机科学 2025-02-19 Mohamed Aghzal , Erion Plaku , Gregory J. Stein , Ziyu Yao

We study the design of interactive clustering algorithms for data sets satisfying natural stability assumptions. Our algorithms start with any initial clustering and only make local changes in each step; both are desirable features in many…

数据结构与算法 · 计算机科学 2015-03-23 Pranjal Awasthi , Maria-Florina Balcan , Konstantin Voevodski

The two fields of urban planning and artificial intelligence (AI) arose and developed separately. However, there is now cross-pollination and increasing interest in both fields to benefit from the advances of the other. In the present…

人工智能 · 计算机科学 2025-10-17 Dongjie Wang , Chang-Tien Lu , Xinyue Ye , Tan Yigitcanlar , Yanjie Fu

In this paper, we study a long-term planning scenario that is based on drone racing competitions held in real life. We conducted this experiment on a framework created for "Game of Drones: Drone Racing Competition" at NeurIPS 2019. The…

机器学习 · 计算机科学 2020-07-14 Ugurkan Ates

Motivated by applications where privacy is important, we consider planning problems for robots acting in the presence of an observer. We first formulate and then solve planning problems subject to stipulations on the information divulged…

机器人学 · 计算机科学 2019-07-19 Yulin Zhang , Dylan A. Shell , Jason M. O'Kane

Artificial Intelligence (AI) has received tremendous attention from academia, industry, and the general public in recent years. The integration of geography and AI, or GeoAI, provides novel approaches for addressing a variety of problems in…

人工智能 · 计算机科学 2019-08-28 Yingjie Hu , Wenwen Li , Dawn Wright , Orhun Aydin , Daniel Wilson , Omar Maher , Mansour Raad
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