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Driven by the great success of Large Language Models (LLMs) in the 2D image domain, their applications in 3D scene understanding has emerged as a new trend. A key difference between 3D and 2D is that the situation of an egocentric observer…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Zhihao Yuan , Yibo Peng , Jinke Ren , Yinghong Liao , Yatong Han , Chun-Mei Feng , Hengshuang Zhao , Guanbin Li , Shuguang Cui , Zhen Li

Investors and regulators can greatly benefit from a realistic market simulator that enables them to anticipate the consequences of their decisions in real markets. However, traditional rule-based market simulators often fall short in…

交易与市场微观结构 · 定量金融 2024-04-01 Zhiyuan Yao , Zheng Li , Matthew Thomas , Ionut Florescu

Recent advances in large language models (LLMs) have enabled new applications in e-commerce customer service. However, their capabilities remain constrained in complex, multimodal scenarios. We present MindFlow, the first open-source…

计算与语言 · 计算机科学 2025-07-09 Ming Gong , Xucheng Huang , Chenghan Yang , Xianhan Peng , Haoxin Wang , Yang Liu , Ling Jiang

LLMs have recently demonstrated strong potential in simulating online shopper behavior. Prior work has improved action prediction by applying SFT on action traces with LLM-generated rationales, and by leveraging RL to further enhance…

计算机与社会 · 计算机科学 2025-10-23 Yimeng Zhang , Jiri Gesi , Ran Xue , Tian Wang , Ziyi Wang , Yuxuan Lu , Sinong Zhan , Huimin Zeng , Qingjun Cui , Yufan Guo , Jing Huang , Mubarak Shah , Dakuo Wang

There is a sensory gulf between the Earth that humans inhabit and the digital realms in which modern AI agents are created. To develop AI agents that can sense, think, and act as flexibly as humans in real-world settings, it is imperative…

人工智能 · 计算机科学 2024-07-19 Jihan Yang , Runyu Ding , Ellis Brown , Xiaojuan Qi , Saining Xie

In e-commerce, behavioral data is collected for decision making which can be costly and slow. Simulation with LLM powered agents is emerging as a promising alternative for representing human population behavior. However, LLMs are known to…

人工智能 · 计算机科学 2025-04-01 Saab Mansour , Leonardo Perelli , Lorenzo Mainetti , George Davidson , Stefano D'Amato

Despite significant advancements in Large Language Models (LLMs) and Large Vision-Language Models (LVLMs), current models still face substantial challenges in handling complex, multi-turn, and visually-grounded tasks that demand deep…

计算与语言 · 计算机科学 2025-08-22 Seungmin Han , Haeun Kwon , Ji-jun Park , Taeyang Yoon

VR simulation in Health Professions (HP) education demonstrates huge potential, but fixed learning content with little customization limits its application beyond lab environments. To address these limitations in the context of VR for…

人机交互 · 计算机科学 2025-03-04 Xiuqi Tommy Zhu , Heidi Cheerman , Minxin Cheng , Sheri Kiami , Leanne Chukoskie , Eileen McGivney

With the rapid advancement of Vision-Language Models (VLMs), GUI-based mobile agents have emerged as a key development direction for intelligent mobile systems. However, existing agent models continue to face significant challenges in…

多智能体系统 · 计算机科学 2025-09-03 Cheng Zhang , Erhu Feng , Xi Zhao , Yisheng Zhao , Wangbo Gong , Jiahui Sun , Dong Du , Zhichao Hua , Yubin Xia , Haibo Chen

There has been a growing interest in developing learner models to enhance learning and teaching experiences in educational environments. However, existing works have primarily focused on structured environments relying on meticulously…

机器学习 · 计算机科学 2024-05-01 Bahar Radmehr , Adish Singla , Tanja Käser

A 3D scene graph represents a compact scene model by capturing both the objects present and the semantic relationships between them, making it a promising structure for robotic applications. To effectively interact with users, an embodied…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Tatiana Zemskova , Dmitry Yudin

Large Language Models (LLMs) have revolutionized the simulation of agent societies, enabling autonomous planning, memory formation, and social interactions. However, existing frameworks often overlook systematic evaluations for event…

人工智能 · 计算机科学 2025-09-17 Yuyang Tian , Shunqiang Mao , Wenchang Gao , Lanlan Qiu , Tianxing He

The recent advancements introduced by Large Language Models (LLMs) have transformed how Artificial Intelligence (AI) can support complex, real world tasks, pushing research outside the text boundaries towards multi modal contexts and…

计算机视觉与模式识别 · 计算机科学 2026-03-25 Federico Toschi , Nicolò Brunello , Andrea Sassella , Vincenzo Scotti , Mark James Carman

In virtual reality (VR) educational scenarios, Pedagogical agents (PAs) enhance immersive learning through realistic appearances and interactive behaviors. However, most existing PAs rely on static speech and simple gestures. This…

人机交互 · 计算机科学 2026-03-11 Ninghao Wan , Jiarun Song , Fuzheng Yang

This paper explores enhancing empathy in Large Language Models (LLMs) by integrating them with physiological data. We propose a physiological computing approach that includes developing deep learning models that use physiological data for…

信号处理 · 电气工程与系统科学 2024-04-25 Poorvesh Dongre , Majid Behravan , Kunal Gupta , Mark Billinghurst , Denis Gračanin

Recent advances in embodied AI highlight the potential of vision language models (VLMs) as agents capable of perception, reasoning, and interaction in complex environments. However, top-performing systems rely on large-scale models that are…

The prospect of combining human operators and virtual agents (bots) into an effective hybrid system that provides proper customer service to clients is promising yet challenging. The hybrid system decreases the customers' frustration when…

人工智能 · 计算机科学 2022-09-13 Yaniv Oshrat , Yonatan Aumann , Tal Hollander , Oleg Maksimov , Anita Ostroumov , Natali Shechtman , Sarit Kraus

Graphical User Interface (GUI) agents, driven by Multi-modal Large Language Models (MLLMs), have emerged as a promising paradigm for enabling intelligent interaction with digital systems. This paper provides a structured survey of recent…

人工智能 · 计算机科学 2025-05-14 Jiahao Li , Kaer Huang

Large language models (LLMs) encode a vast amount of world knowledge acquired from massive text datasets. Recent studies have demonstrated that LLMs can assist an embodied agent in solving complex sequential decision making tasks by…

人工智能 · 计算机科学 2024-06-27 Bin Hu , Chenyang Zhao , Pu Zhang , Zihao Zhou , Yuanhang Yang , Zenglin Xu , Bin Liu

Using touch devices to navigate in virtual 3D environments such as computer assisted design (CAD) models or geographical information systems (GIS) is inherently difficult for humans, as the 3D operations have to be performed by the user on…

机器学习 · 计算机科学 2019-08-29 Quentin Debard , Jilles Steeve Dibangoye , Stéphane Canu , Christian Wolf
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