most citedA Theory of Adaptive Scaffolding for LLM-Based Pedagogical Agents

7 citations · 7 across the 6 of their papers we have counts for

collaborators

6 papers

cs.MA2026

A Theory-Guided LLM Pedagogical Agent Supporting Open-Ended STEM+C Learning

Clayton Cohn, Surya Rayala, Siyuan Guo +13

Open-ended learning environments (OELEs) can support STEM+C (science, technology, engineering, mathematics, and computing) inquiry through activities such as computational modeling…

cs.CV2026

AI-Assisted Competency Assessment from Egocentric Video in Simulation-Based Nursing Education

Hanchen David Wang, Yilin Liu, Madison J. Lee +4

Assessing learner competency in clinical simulation requires expert observation that is time-intensive, difficult to scale, and subject to inter-rater variability. Vision-language…

cs.MA2026

Evidence-Decision-Feedback: Theory-Driven Adaptive Scaffolding for LLM Agents

Clayton Cohn, Siyuan Guo, Surya Rayala +11

LLMs offer tremendous opportunities for pedagogical agents to help students construct knowledge and develop problem-solving skills, yet many of these agents operate on a "one-size-…

cs.CV2025

Video-Based Performance Evaluation for ECR Drills in Synthetic Training Environments

Surya Rayala, Marcos Quinones-Grueiro, Naveeduddin Mohammed +5

Effective urban warfare training requires situational awareness and muscle memory, developed through repeated practice in realistic yet controlled environments. A key drill, Enter…

cs.CL2025★ 7 cited

A Theory of Adaptive Scaffolding for LLM-Based Pedagogical Agents

Clayton Cohn, Surya Rayala, Namrata Srivastava +6

Large language models (LLMs) present new opportunities for creating pedagogical agents that engage in meaningful dialogue to support student learning. However, current LLM systems…

cs.CL2025

Personalizing Student-Agent Interactions Using Log-Contextualized Retrieval-Augmented Generation (RAG)

Clayton Cohn, Surya Rayala, Caitlin Snyder +10

Collaborative dialogue offers rich insights into students' learning and critical thinking, which is essential for personalizing pedagogical agent interactions in STEM+C settings. W…