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Participatory urban planning is the mainstream of modern urban planning that involves the active engagement of residents. However, the traditional participatory paradigm requires experienced planning experts and is often time-consuming and…

人工智能 · 计算机科学 2024-02-28 Zhilun Zhou , Yuming Lin , Depeng Jin , Yong Li

Participatory urban planning is the mainstream of modern urban planning and involves the active engagement of different stakeholders. However, the traditional participatory paradigm encounters challenges in time and manpower, while the…

计算与语言 · 计算机科学 2024-02-06 Zhilun Zhou , Yuming Lin , Yong Li

Participatory urban sensing leverages human mobility for large-scale urban data collection, yet existing methods typically rely on centralized optimization and assume homogeneous participants, resulting in rigid assignments that overlook…

人工智能 · 计算机科学 2026-03-26 Xusen Guo , Mingxing Peng , Hongliang Lu , Hai Yang , Jun Ma , Yuxuan Liang

The widespread adoption of Large Language Models (LLMs) and LLM-powered agents in multi-user settings underscores the need for reliable, usable methods to accommodate diverse preferences and resolve conflicting directives. Drawing on…

人机交互 · 计算机科学 2025-03-20 Christine Lee , Jihye Choi , Bilge Mutlu

As cities become increasingly populated, urban planning plays a key role in ensuring the equitable and inclusive development of metropolitan areas. MIT City Science group created a data-driven tangible platform, CityScope, to help different…

多智能体系统 · 计算机科学 2021-06-29 Mireia Yurrita , Arnaud Grignard , Luis Alonso , Yan Zhang , Cristian Jara-Figueroa , Markus Elkatsha , Kent Larson

Large language models (LLMs) are being increasingly used for planning in orchestrated multi-agent systems. However, existing LLM-based approaches often fall short of human expectations and, critically, lack effective mechanisms for users to…

人机交互 · 计算机科学 2025-09-30 Hannah Kim , Kushan Mitra , Chen Shen , Dan Zhang , Estevam Hruschka

In urban planning, land use readjustment plays a pivotal role in aligning land use configurations with the current demands for sustainable urban development. However, present-day urban planning practices face two main issues. Firstly, land…

人工智能 · 计算机科学 2023-11-10 Kejiang Qian , Lingjun Mao , Xin Liang , Yimin Ding , Jin Gao , Xinran Wei , Ziyi Guo , Jiajie Li

Large language models (LLMs) demonstrate impressive performance on a wide variety of tasks, but they often struggle with tasks that require multi-step reasoning or goal-directed planning. Both cognitive neuroscience and reinforcement…

人工智能 · 计算机科学 2025-10-16 Taylor Webb , Shanka Subhra Mondal , Ida Momennejad

Reaching consensus in urban planning is a complex process often hindered by prolonged negotiations, trade-offs, power dynamics, and competing stakeholder interests, resulting in inefficiencies and inequities. Advances in large language…

多智能体系统 · 计算机科学 2026-01-12 Jin Gao , Hanyong Xu , Luc Dao

Large Language Models (LLMs) are increasingly used to power autonomous agents for complex, multi-step tasks. However, human-agent interaction remains pointwise and reactive: users approve or correct individual actions to mitigate immediate…

人机交互 · 计算机科学 2026-03-13 Gaole He , Brian Y. Lim

Owing to recent advancements, Large Language Models (LLMs) can now be deployed as agents for increasingly complex decision-making applications in areas including robotics, gaming, and API integration. However, reflecting past experiences in…

Enabling humanoid robots to perform long-horizon mobile manipulation planning in real-world environments based on embodied perception and comprehension abilities has been a longstanding challenge. With the recent rise of large language…

机器人学 · 计算机科学 2025-03-12 Fangyuan Wang , Shipeng Lyu , Peng Zhou , Anqing Duan , Guodong Guo , David Navarro-Alarcon

The integration of large language models (LLMs) into intelligent tutoring systems offers transformative potential for personalized learning in higher education. However, most existing learning path planning approaches lack transparency,…

人工智能 · 计算机科学 2026-01-27 Haoxin Xu , Changyong Qi , Tong Liu , Bohao Zhang , Anna He , Bingqian Jiang , Longwei Zheng , Xiaoqing Gu

Participatory urban planning is central to sustainable city-making, yet the technically demanding nature of such interventions often limits meaningful involvement by diverse publics. We introduce a scalable digital participation platform…

Autonomous Earth Observation (EO) agents are transitioning from passive perception to complex, multi-step task execution. However, current architectures that integrate planning and execution within a single model often struggle with…

The integration of Large Language Models (LLMs) with microscopic traffic simulation offers a promising path toward autonomous urban planning and intelligent transportation analysis. However, existing monolithic agent architectures often…

多智能体系统 · 计算机科学 2026-05-28 Shuyang Li , Ruimin Ke

This paper investigates the multi-agent cooperative exploration problem, which requires multiple agents to explore an unseen environment via sensory signals in a limited time. A popular approach to exploration tasks is to combine active…

机器人学 · 计算机科学 2023-11-02 Xinyi Yang , Yuxiang Yang , Chao Yu , Jiayu Chen , Jingchen Yu , Haibing Ren , Huazhong Yang , Yu Wang

Evaluating persona-aligned empathy in LLM-based dialogue agents remains challenging. User states are latent, feedback is sparse and difficult to verify in situ, and seemingly supportive turns can still accumulate into trajectories that…

人工智能 · 计算机科学 2026-03-17 Shiya Zhang , Yuhan Zhan , Ruixi Su , Ruihan Sun , Ziyi Song , Zhaohan Chen , Xiaofan Zhang

Large language models (LLMs) are remarkably good at writing code. A particularly valuable case of human-LLM collaboration is code-based UI prototyping, a method for creating interactive prototypes that allows users to view and fully engage…

人机交互 · 计算机科学 2024-07-12 Jenny Ma , Karthik Sreedhar , Vivian Liu , Sitong Wang , Pedro Alejandro Perez , Lydia B. Chilton

Living organisms interact with their surroundings in a closed-loop fashion, where sensory inputs dictate the initiation and termination of behaviours. Even simple animals are able to develop and execute complex plans, which has not yet been…

机器人学 · 计算机科学 2025-01-30 Giulia Lafratta , Bernd Porr , Christopher Chandler , Alice Miller
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