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As the general capabilities of artificial intelligence (AI) agents continue to evolve, their ability to learn to master multiple complex tasks through experience remains a key challenge. Current LLM agents, particularly those based on…

机器学习 · 计算机科学 2025-05-29 Minttu Alakuijala , Ya Gao , Georgy Ananov , Samuel Kaski , Pekka Marttinen , Alexander Ilin , Harri Valpola

Achieving expert-level performance in simulation-based training relies on the creation of complex, adaptable scenarios, a traditionally laborious and resource intensive process. Although prior research explored scenario generation for…

人工智能 · 计算机科学 2025-11-12 Soham Hans , Volkan Ustun , Benjamin Nye , James Sterrett , Matthew Green

The landscape of education is changing rapidly, shaped by emerging pedagogical approaches, technological innovations such as artificial intelligence (AI), and evolving societal expectations, all of which demand thorough evaluation of new…

Generative AI has demonstrated unprecedented creativity in the field of computer vision, yet such phenomena have not been observed in natural language processing. In particular, large language models (LLMs) can hardly produce written works…

计算与语言 · 计算机科学 2024-06-18 Jing Chen , Xinyu Zhu , Cheng Yang , Chufan Shi , Yadong Xi , Yuxiang Zhang , Junjie Wang , Jiashu Pu , Rongsheng Zhang , Yujiu Yang , Tian Feng

In recent years, reinforcement learning and imitation learning have shown great potential for controlling humanoid robots' motion. However, these methods typically create simulation environments and rewards for specific tasks, resulting in…

机器人学 · 计算机科学 2024-08-01 Jingkai Sun , Qiang Zhang , Yiqun Duan , Xiaoyang Jiang , Chong Cheng , Renjing Xu

Simulated Students offer a valuable methodological framework for evaluating pedagogical approaches and modelling diverse learner profiles, tasks which are otherwise challenging to undertake systematically in real-world settings. Recent…

计算机与社会 · 计算机科学 2025-11-11 Luis Marquez-Carpintero , Alberto Lopez-Sellers , Miguel Cazorla

Proactive and real-time interactive experiences are essential for human-like AI companions, yet face three key challenges: (1) achieving low-latency inference under continuous streaming inputs, (2) autonomously deciding when to respond, and…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Weicai Yan , Yuhong Dai , Qi Ran , Haodong Li , Wang Lin , Tao Jin , Xing Xie , Hao Liao , Jianxun Lian

With the increasing prevalence of online learning, adapting education to diverse learner needs remains a persistent challenge. Recent advancements in artificial intelligence (AI), particularly large language models (LLMs), promise powerful…

人机交互 · 计算机科学 2025-03-18 Xinyu Jessica Wang , Christine Lee , Bilge Mutlu

Academic writing skills are crucial for students' success, but can feel overwhelming without proper guidance and practice, particularly when writing in a second language. Traditionally, students ask instructors or search dictionaries, which…

人工智能 · 计算机科学 2025-06-24 Fumian Chen , Sotheara Veng , Joshua Wilson , Xiaoming Li , Hui Fang

Can Multimodal Large Language Models (MLLMs), with capabilities in perception, recognition, understanding, and reasoning, function as independent assistants in art evaluation dialogues? Current MLLM evaluation methods, which rely on…

人机交互 · 计算机科学 2025-02-20 Chanjin Zheng , Zengyi Yu , Yilin Jiang , Mingzi Zhang , Xunuo Lu , Jing Jin , Liteng Gao

Large Language Model (LLM) tools have demonstrated their potential to deliver high-quality assistance by providing instant, personalized feedback that is crucial for effective programming education. However, many of these tools operate…

人机交互 · 计算机科学 2025-04-08 Huiyong Li , Boxuan Ma

Large language models (LLMs) are revolutionizing education, with LLM-based agents playing a key role in simulating student behavior. A major challenge in student simulation is modeling the diverse learning patterns of students at various…

机器学习 · 计算机科学 2025-08-12 Tao Wu , Jingyuan Chen , Wang Lin , Mengze Li , Yumeng Zhu , Ang Li , Kun Kuang , Fei Wu

The rise of "bedroom producers" has democratized music creation, while challenging producers to objectively evaluate their work. To address this, we present AI TrackMate, an LLM-based music chatbot designed to provide constructive feedback…

声音 · 计算机科学 2024-12-10 Yi-Lin Jiang , Chia-Ho Hsiung , Yen-Tung Yeh , Lu-Rong Chen , Bo-Yu Chen

We explore the automatic generation of interactive, scenario-based lessons designed to train novice human tutors who teach middle school mathematics online. Employing prompt engineering through a Retrieval-Augmented Generation approach with…

Large language models (LLMs) have showcased remarkable potential across various tasks by conditioning on prompts. However, the quality of different human-written prompts leads to substantial discrepancies in LLMs' performance, and improving…

计算与语言 · 计算机科学 2024-05-17 Yihong Dong , Kangcheng Luo , Xue Jiang , Zhi Jin , Ge Li

Recent research on Large Language Models (LLMs) has led to remarkable advancements in general NLP AI assistants. Some studies have further explored the use of LLMs for planning and invoking models or APIs to address more general multi-modal…

计算机视觉与模式识别 · 计算机科学 2023-06-29 Difei Gao , Lei Ji , Luowei Zhou , Kevin Qinghong Lin , Joya Chen , Zihan Fan , Mike Zheng Shou

Personalization is crucial for effective learning, yet online learning, designed for widespread availability and open access, lacks personalized guidance. Recent advancements in large language models (LLMs) offer opportunities to bridge…

人机交互 · 计算机科学 2026-05-08 Xinyu Jessica Wang , Christine P. Lee , Bilge Mutlu

To help users do complex work, researchers have developed techniques to integrate AI and human intelligence into user interfaces (UIs). With the recent introduction of large language models (LLMs), which can generate text in response to a…

人机交互 · 计算机科学 2023-07-04 Stephen MacNeil , Andrew Tran , Joanne Kim , Ziheng Huang , Seth Bernstein , Dan Mogil

Personalized interaction is highly valued by parents in their story-reading activities with children. While AI-empowered story-reading tools have been increasingly used, their abilities to support personalized interaction with children are…

人机交互 · 计算机科学 2025-03-28 Jiaju Chen , Minglong Tang , Yuxuan Lu , Bingsheng Yao , Elissa Fan , Xiaojuan Ma , Ying Xu , Dakuo Wang , Yuling Sun , Liang He

Improvisation-the art of spontaneous creation that unfolds moment-to-moment without a scripted outcome-requires practitioners to continuously sense, adapt, and create anew. It is a fundamental mode of human creativity spanning music, dance,…

人机交互 · 计算机科学 2025-11-06 Botao 'Amber' Hu