CHALLENGE 01
Responsible AI Tutors
Large language models can explain, hint and grade, but they also make mistakes with confidence. We study how AI tutors can give feedback that students and teachers can rely on.
LLM
Feedback
Trust
CHALLENGE 02
Personalized Learning at Scale
Every learner arrives with a different background, pace and goal. We build adaptive systems that respond to those differences without flattening education into automation.
Personalization
Learner Modeling
Adaptivity
CHALLENGE 03
Learning Analytics for Human Understanding
Clicks, scores and time-on-task say little on their own. We turn educational data into evidence about engagement, progress and misconceptions that teachers can act on.
Analytics
Engagement
Early Warning
CHALLENGE 04
Future Classrooms and Immersive Learning
We explore what classrooms can become: simulations, VR/AR environments and interactive tools designed for real schools rather than lab demos.
Classroom AI
VR/AR
Simulation
CHALLENGE 05
Human-AI Collaboration in Education
The question is not whether AI will replace teachers. We study how teachers, students and AI systems can divide the work, each doing what it does best.
Collaboration
Explainability
Teacher-in-the-loop
CHALLENGE 06
Educational Content Generation and Assessment
Generative AI can draft questions, rubrics and course materials in seconds. Making them accurate, fair and classroom-ready is the hard part, and that is where we work.
Content AI
Assessment
Rubrics
CHALLENGE 07
Inclusive and Accessible Education
Technology can widen educational gaps as easily as it closes them. We design learning tools that work across languages, abilities and resource levels.
Accessibility
Inclusion
Multilingual
CHALLENGE 08
Multimodal Learner Understanding
Attention, emotion and cognitive load shape learning, yet none of them appear in test scores. We use interaction data, wearables and physiological signals to see learning as it happens, with privacy as a hard constraint.
Wearables
Affective Computing
Sensor Fusion
CHALLENGE 09
Game-Based Learning and Gamification
Games hold attention in ways few lessons can. We build serious games and gamified learning experiences where play leads to real understanding, not just points and badges.
Serious Games
Gamification
Motivation