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Table-top Rearrangement and Planning is a challenging problem that relies heavily on an excellent perception stack. The perception stack involves observing and registering the 3D scene on the table, detecting what objects are on the table,…

LLMs and Agents have achieved impressive progress in code generation, mathematical reasoning, and scientific discovery. However, existing benchmarks primarily measure correctness, overlooking the diversity of methods behind solutions. True…

Computation and Language · Computer Science 2026-03-03 Jintian Zhang , Kewei Xu , Jingsheng Zheng , Zhuoyun Yu , Yuqi Zhu , Yujie Luo , Lanning Wei , Shuofei Qiao , Lun Du , Da Zheng , Shumin Deng , Huajun Chen , Ningyu Zhang

The FC Portugal 3D team is developed upon the structure of our previous Simulation league 2D/3D teams and our standard platform league team. Our research concerning the robot low-level skills is focused on developing behaviors that may be…

This paper presents a novel framework for cooperative robotics competitions (coopetitions) that promote the transferability and composability of robotics modules, including software, hardware, and data, across heterogeneous robotic systems.…

Models that top leaderboards often perform unsatisfactorily when deployed in real world applications; this has necessitated rigorous and expensive pre-deployment model testing. A hitherto unexplored facet of model performance is: Are our…

Computation and Language · Computer Science 2021-06-11 Swaroop Mishra , Anjana Arunkumar

Autonomous systems are increasingly deployed in open and dynamic environments -- from city streets to aerial and indoor spaces -- where perception models must remain reliable under sensor noise, environmental variation, and platform shifts.…

Robotics · Computer Science 2026-01-09 Lingdong Kong , Shaoyuan Xie , Zeying Gong , Ye Li , Meng Chu , Ao Liang , Yuhao Dong , Tianshuai Hu , Ronghe Qiu , Rong Li , Hanjiang Hu , Dongyue Lu , Wei Yin , Wenhao Ding , Linfeng Li , Hang Song , Wenwei Zhang , Yuexin Ma , Junwei Liang , Zhedong Zheng , Lai Xing Ng , Benoit R. Cottereau , Wei Tsang Ooi , Ziwei Liu , Zhanpeng Zhang , Weichao Qiu , Wei Zhang , Ji Ao , Jiangpeng Zheng , Siyu Wang , Guang Yang , Zihao Zhang , Yu Zhong , Enzhu Gao , Xinhan Zheng , Xueting Wang , Shouming Li , Yunkai Gao , Siming Lan , Mingfei Han , Xing Hu , Dusan Malic , Christian Fruhwirth-Reisinger , Alexander Prutsch , Wei Lin , Samuel Schulter , Horst Possegger , Linfeng Li , Jian Zhao , Zepeng Yang , Yuhang Song , Bojun Lin , Tianle Zhang , Yuchen Yuan , Chi Zhang , Xuelong Li , Youngseok Kim , Sihwan Hwang , Hyeonjun Jeong , Aodi Wu , Xubo Luo , Erjia Xiao , Lingfeng Zhang , Yingbo Tang , Hao Cheng , Renjing Xu , Wenbo Ding , Lei Zhou , Long Chen , Hangjun Ye , Xiaoshuai Hao , Shuangzhi Li , Junlong Shen , Xingyu Li , Hao Ruan , Jinliang Lin , Zhiming Luo , Yu Zang , Cheng Wang , Hanshi Wang , Xijie Gong , Yixiang Yang , Qianli Ma , Zhipeng Zhang , Wenxiang Shi , Jingmeng Zhou , Weijun Zeng , Kexin Xu , Yuchen Zhang , Haoxiang Fu , Ruibin Hu , Yanbiao Ma , Xiyan Feng , Wenbo Zhang , Lu Zhang , Yunzhi Zhuge , Huchuan Lu , You He , Seungjun Yu , Junsung Park , Youngsun Lim , Hyunjung Shim , Faduo Liang , Zihang Wang , Yiming Peng , Guanyu Zong , Xu Li , Binghao Wang , Hao Wei , Yongxin Ma , Yunke Shi , Shuaipeng Liu , Dong Kong , Yongchun Lin , Huitong Yang , Liang Lei , Haoang Li , Xinliang Zhang , Zhiyong Wang , Xiaofeng Wang , Yuxia Fu , Yadan Luo , Djamahl Etchegaray , Yang Li , Congfei Li , Yuxiang Sun , Wenkai Zhu , Wang Xu , Linru Li , Longjie Liao , Jun Yan , Benwu Wang , Xueliang Ren , Xiaoyu Yue , Jixian Zheng , Jinfeng Wu , Shurui Qin , Wei Cong , Yao He

In this paper, we present our localization method called CLAP, Clustering to Localize Across $n$ Possibilities, which helped us win the RoboCup 2024 adult-sized autonomous humanoid soccer competition. Competition rules limited our sensor…

Robotics · Computer Science 2025-09-11 Gabriel I. Fernandez , Ruochen Hou , Alex Xu , Colin Togashi , Dennis W. Hong

The emergence of Large Language Models (LLMs) has improved the prospects for robotic tasks. However, existing benchmarks are still limited to single tasks with limited generalization capabilities. In this work, we introduce a comprehensive…

Robotics · Computer Science 2024-06-07 Jingyao Li , Pengguang Chen , Sitong Wu , Chuanyang Zheng , Hong Xu , Jiaya Jia

The deployment of robots into human scenarios necessitates advanced planning strategies, particularly when we ask robots to operate in dynamic, unstructured environments. RoboCup offers the chance to deploy robots in one of those scenarios,…

Evaluating large language models (LLMs) in complex decision-making is essential for advancing AI's ability for strategic planning and real-time adaptation. However, existing benchmarks for tasks like StarCraft II fail to capture the game's…

Machine Learning · Computer Science 2025-08-15 Pengbo Shen , Yaqing Wang , Ni Mu , Yao Luan , Runpeng Xie , Senhao Yang , Lexiang Wang , Hao Hu , Shuang Xu , Yiqin Yang , Bo Xu

Decision-making is a complex process requiring diverse abilities, making it an excellent framework for evaluating Large Language Models (LLMs). Researchers have examined LLMs' decision-making through the lens of Game Theory. However,…

Artificial Intelligence · Computer Science 2025-03-07 Jen-tse Huang , Eric John Li , Man Ho Lam , Tian Liang , Wenxuan Wang , Youliang Yuan , Wenxiang Jiao , Xing Wang , Zhaopeng Tu , Michael R. Lyu

Reinforcement Learning (RL) has emerged as a transformative approach in the domains of automation and robotics, offering powerful solutions to complex problems that conventional methods struggle to address. In scenarios where the problem…

Robotics · Computer Science 2023-09-04 Meraj Mammadov

Testing on real machines is indispensable for robotic control algorithms. In the context of learning-based algorithms, especially VLA models, demand for large-scale evaluation, i.e. testing a large number of models on a large number of…

A fair and fast matchmaking system is an important component of modern multiplayer online games, directly impacting player retention and satisfaction. However, creating fair matches between lobbies (pre-made teams) of heterogeneous skill…

Artificial Intelligence · Computer Science 2026-02-20 Saurav Pal

Team description paper for RoboCup 2014 Soccer Simulation League 2D.

Information Theory · Computer Science 2014-06-20 Siddharth Pritam

Despite recent breakthroughs, the ability of deep learning and reinforcement learning to outperform traditional approaches to control physically embodied robotic agents remains largely unproven. To help bridge this gap, we created the 'AI…

Team formation is a core problem in AI. Remarkably, little prior work has addressed the problem of mechanism design for team formation, accounting for the need to elicit agents' preferences over potential teammates. Coalition formation in…

Computer Science and Game Theory · Computer Science 2015-01-06 Mason Wright , Yevgeniy Vorobeychik

As a research-product hybrid group in AI for Software Engineering (AI4SE), we present four key takeaways from our experience developing in-IDE AI coding assistants. AI coding assistants should set clear expectations for usage, integrate…

Software Engineering · Computer Science 2024-03-22 Khanh Nghiem , Anh Minh Nguyen , Nghi D. Q. Bui

In the domain of the Soccer simulation 2D league of the RoboCup project, appropriate player positioning against a given opponent team is an important factor of soccer team performance. This work proposes a model which decides the strategy…

Artificial Intelligence · Computer Science 2016-06-06 Jordan Henrio , Thomas Henn , Tomoharu Nakashima , Hidehisa Akiyama

This paper presents an overview of the sixth AIBIRDS competition, held at the 26th International Joint Conference on Artificial Intelligence. This competition tasked participants with developing an intelligent agent which can play the…

Artificial Intelligence · Computer Science 2018-03-15 Matthew Stephenson , Jochen Renz , Xiaoyu Ge , Peng Zhang