Collaborative Learning

Collaborative Learning — instructional approaches where students work together to solve problems, complete tasks, or construct knowledge, supported or mediated by AI tools. In AI in education, collaborative learning research spans AI as a collaboration partner, AI as a mediator of human collaboration, and the design of collaborative AI tutoring systems.

Collaborative learning is grounded in sociocultural theories of learning that position knowledge construction as fundamentally social. AI introduces new dynamics: AI can serve as a peer, a facilitator, or a participant in collaborative processes. The articles in this wiki explore how AI-mediated collaboration affects learning outcomes, epistemic engagement, and equity — and how collaborative structures must be designed to accommodate diverse learners.

AI as collaborative partner explores AI's role in group learning. Kimmerle conceptualizes the risk of reduced epistemic effort when learners use AI to produce polished knowledge artifacts, advocating for AI structured as an argumentative partner that preserves cognitive conflict. Epistemic Emotions Collaborative Problem Solving examines how emotions shape collaborative problem-solving with AI. Hingle Collaborative AI Literacy 2025 explores collaborative approaches to AI literacy development.

AI-mediated peer collaboration examines how AI scaffolds human-to-human collaboration. Collaborative AI Tutoring and Agent Voice Accents K12 Group Learning explore how AI agent characteristics affect group dynamics. AI Agents Peer Learning Discourse documents how AI agents teaching each other produce discourse patterns resembling human peer learning.

Neurodivergent perspectives on collaboration reveal critical design requirements. Zastudil et al. found that neurodivergent students need structured assignments, small consistent teams with explicitly defined roles, and predictable interaction patterns — requirements that AI collaboration tools must accommodate. This connects collaborative learning to Accessible Learning and Neurodiversity.

Teacher-AI collaboration examines how teachers and AI work together. Teacher Student Agency Orchestration and Teacher AI Teaming Five Levels explore frameworks for human-AI collaborative teaching, connecting to Teacher Role and Human In The Loop AI.