Howdy! The Dream Lab focuses on Human-AI Interaction, Data Visualization, and Education Technology, aiming for adaptive education with visual analytics and emerging techniques (e.g., NLP, AR/VR) to help learners discover their dreams and unlock their potential!
Dream Lab is founded and currently directed by Meng Xia. Meng Xia is a human-computer interaction researcher and an Assistant Professor in the Department of Computer Science and Engineering at Texas A&M.
Dream Lab focuses on building data-driven systems to help learners know how to learn and what to learn to unlock their potential; and to help educators to improve learning materials for personalized instructions. In particular, the lab explores providing adaptive education with emerging techniques in the area of Human-AI Interaction, Data Visualization, and Education Technology. These techniques include natural language processing, immersive technology (including Augmented Reality and Virtual Reality), and visual analytics. Dream Lab is dedicated to answering research questions like How to equip learners with learning analytics skills? How to push forward learning analytics toward learning design? How to provide personalized online learning in contexts other than desktops? Beyond the Education domain, Dream Lab also studies personalization in other scenarios like personal health data analysis, investment data analysis, and so on.
Meng’s current research focuses on designing human-centered data-driven systems for personalized online learning. She published 20+ papers at top conferences, including ACM CHI, IEEE VIS, and ACM CSCW. She received the best paper award from CHI 2022, an honorable mention award from VIS 2022, and the best poster award from VIS 2019. She serves as a program committee member for CHI, VIS, CSCW, IUI, LAK, etc.
Before joining Texas A&M, she worked as a postdoc at CMU under Prof. Aleven Vincent and at the Korea Advanced Institute of Science and Technology under Prof. Juho Kim. She received her Ph.D. from the Hong Kong University of Science and Technology, co-supervised by Prof. Huamin Qu and Prof. Xiaojun Ma.
Last but not least, it doesn’t matter. It doesn’t matter if you “fail” this time or if you do something “stupid.” And no one will spend their life only thinking about your “failure” and “stupidness.” You can always do something great starting from here!
Dream Lab is now actively recruiting PhD, Master, RA, and undergraduate interns in 2024.