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Interactive reinforcement learning has become an important apprenticeship approach to speed up convergence in classic reinforcement learning problems. In this regard, a variant of interactive reinforcement learning is policy shaping which…

人工智能 · 计算机科学 2019-04-16 Francisco Cruz , Sven Magg , Yukie Nagai , Stefan Wermter

Advances in text-based image generation and editing have revolutionized content creation, enabling users to create impressive content from imaginative text prompts. However, existing methods are not designed to work well with the…

计算机视觉与模式识别 · 计算机科学 2024-06-04 Tiancheng Shen , Jun Hao Liew , Long Mai , Lu Qi , Jiashi Feng , Jiaya Jia

We describe an ongoing project in learning to perform primitive actions from demonstrations using an interactive interface. In our previous work, we have used demonstrations captured from humans performing actions as training samples for a…

机器人学 · 计算机科学 2018-10-02 Tuan Do , Nikhil Krishnaswamy , Kyeongmin Rim , James Pustejovsky

This paper proposes EvoAgent - an evolvable large language model (LLM) agent framework that integrates structured skill learning with a hierarchical sub-agent delegation mechanism. EvoAgent models skills as multi-file structured capability…

人工智能 · 计算机科学 2026-04-27 Aimin Zhang , Jiajing Guo , Fuwei Jia , Chen Lv , Boyu Wang , Fangzheng Li

Preparing high-quality instructional materials remains a labor-intensive process that often requires extensive coordination among teaching faculty, instructional designers, and teaching assistants. In this work, we present Instructional…

人工智能 · 计算机科学 2026-02-03 Huaiyuan Yao , Wanpeng Xu , Justin Turnau , Nadia Kellam , Hua Wei

In this paper, we present a methodology for the development of embodied conversational agents for social virtual worlds. The agents provide multimodal communication with their users in which speech interaction is included. Our proposal…

音频与语音处理 · 电气工程与系统科学 2025-01-29 D. Griol , A. Sanchis , J. M. Molina , Z. Callejas

Miscommunication and communication challenges between instructors and students represents one of the primary barriers to post-secondary learning. Students often avoid or miss opportunities to ask questions during office hours due to…

计算机与社会 · 计算机科学 2024-02-02 Ramteja Sajja , Yusuf Sermet , David Cwiertny , Ibrahim Demir

Online education's popularity has been continuously increasing over the past few years. Many universities were forced to switch to online education as a result of COVID-19. In many cases, even after more than two years of online…

计算机与社会 · 计算机科学 2024-11-15 Sadman Jashim Sakib , Baktiar Kabir Joy , Zahin Rydha , Md. Nuruzzaman , Annajiat Alim Rasel

Vision-Language-Action (VLA) models provide a promising paradigm for robot learning by integrating visual perception with language-guided policy learning. However, most existing approaches rely on 2D visual inputs to perform actions in 3D…

机器人学 · 计算机科学 2025-12-16 Yicheng Feng , Wanpeng Zhang , Ye Wang , Hao Luo , Haoqi Yuan , Sipeng Zheng , Zongqing Lu

Addressing the challenge of a digital assistant capable of executing a wide array of user tasks, our research focuses on the realm of instruction-based mobile device control. We leverage recent advancements in large language models (LLMs)…

机器学习 · 计算机科学 2024-04-16 Nicolai Dorka , Janusz Marecki , Ammar Anwar

The Virtual Experimental Research Assistant (VERA) is an inquiry-based learning environment that empowers a learner to build conceptual models of complex ecological systems and experiment with agent-based simulations of the models. This…

人工智能 · 计算机科学 2024-07-29 Shalini Sushri , Rahul Dass , Rhea Basappa , Hong Lu , Ashok Goel

Recent advancements in multimodal generative AI (GenAI) enable the creation of personal context-aware real-time agents that, for example, can augment user workflows by following their on-screen activities and providing contextual…

人机交互 · 计算机科学 2025-10-09 Frederic Gmeiner , Kenneth Holstein , Nikolas Martelaro

Vision-Language-Action (VLA) models have shown remarkable potential in visuomotor control and instruction comprehension through end-to-end learning processes. However, current VLA models face significant challenges: they are slow during…

机器人学 · 计算机科学 2025-05-14 Junjie Wen , Yichen Zhu , Jinming Li , Minjie Zhu , Kun Wu , Zhiyuan Xu , Ning Liu , Ran Cheng , Chaomin Shen , Yaxin Peng , Feifei Feng , Jian Tang

Interactive virtual humanoid agent is a crucial interface with the physical world. A relatively complete humanoid agent first needs to have face and body, then possess both verbal and non-verbal (such as eye contact, facial expression, lip…

计算机视觉与模式识别 · 计算机科学 2024-08-07 Tenglong Ao

Teaching visualization design involve making students familiar and make them work with visualization models, framework and perspectives. Visualization research accommodates a plethora of perspectives emerging from researchers of varied…

人机交互 · 计算机科学 2021-04-13 Swaroop Panda , Shatarupa Thakurta Roy

Recent advances in Large Language Models (LLMs) have significantly improved natural language understanding and generation, enhancing Human-Computer Interaction (HCI). However, LLMs are limited to unimodal text processing and lack the…

计算机视觉与模式识别 · 计算机科学 2025-09-04 Chenxi Li

Humans' experience of the world is profoundly multimodal from the beginning, so why do existing state-of-the-art language models only use text as a modality to learn and represent semantic meaning? In this paper we review the literature on…

计算与语言 · 计算机科学 2021-05-12 Casey Kennington

Vision-Language-Action (VLA) models have emerged as a popular paradigm for learning robot manipulation policies that can follow language instructions and generalize to novel scenarios. Recent works have begun to explore the incorporation of…

We introduce a variational approach to learning and inference of temporally hierarchical structure and representation for sequential data. We propose the Variational Temporal Abstraction (VTA), a hierarchical recurrent state space model…

机器学习 · 计算机科学 2019-10-03 Taesup Kim , Sungjin Ahn , Yoshua Bengio

User interface (UI) development requires translating design mockups into functional code, a process that remains repetitive and labor-intensive. While recent Vision-Language Models (VLMs) automate UI-to-Code generation, they generate only…

软件工程 · 计算机科学 2025-11-11 Mingde Xu , Zhen Yang , Wenyi Hong , Lihang Pan , Xinyue Fan , Yan Wang , Xiaotao Gu , Bin Xu , Jie Tang