Short papers map how teachers learn to use and reason about AI, from archetypes in designing multi-agent instructional workflows to STEM educators' confidence and knowledge of AI. Others weigh teachers' hopes and concerns about AI image generation and analyze instructor attitudes toward cheating with AI.
Five short papers analyze how collaborative learning unfolds, using methods like Epistemic Network Analysis to model collaborative initiative in STEM simulations and multimodal interactions across jigsaw tasks. Topics range from combining intelligent tutors with concept maps and teachable agents to GenAI-supported interdisciplinary teams and age differences in older-adult learners.
Five short papers examine the emotional and social side of collaboration, from team functioning and leadership in pediatric medical simulations to regulating epistemic emotions in higher- versus lower-performing CSCL groups. Other talks cover teacher learning on WhatsApp, a fifth-grade SEL digital curriculum, and boundary-crossing STEM competencies in global informal programs.
Six short papers tackle STEM assessment, from evaluating the MathByExample worked-example intervention to object detection for analyzing students' drawn scientific models. Topics include NGSS-aligned assessments of first graders' reasoning, conversation-based assessment with AI agents, STEAM integration measures, and fine-grained scoring in chemistry.
Five short papers advance methods for studying collaborative learning, from reframing social annotation as a text-embedded analytics ecology to AI-powered knowledge graphs that make Knowledge Forum discourse visible. Other contributions theorize transitional space across individual and collective levels, formalize inquiry scripting, and review GenAI tools for collaboration.
Six short papers report design-based research and instructional design work, including comic cons for scientific literacy and redesigning a graduate program toward learning design. Additional talks cover game-based planning for disability transition services, teacher agency in co-design, hybrid conference history, and boundary tools bridging home and classroom.