Bita Akram

About

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Selected publications

• Federated foundation models for psychiatry: a new paradigm for diagnosis, prognosis, and treatment of mood disorders , Frontiers in Psychiatry (2026)
• Knowledge Component-Driven Alignment of CS1 Textbooks and Exercises , (2026)
• Personalized Worked Example Generation from Student Code Submissions Using Pattern-based Knowledge Components , (2026)
• Retrieval-Augmented Tutoring for Algorithm Tracing and Problem-Solving in AI Education , (2026)
• The Effects of Structured LLM-Generated Feedback on Programming Assignment Performance , (2026)
• The Missing Evaluation Axis: What 10,000 Student Submissions Reveal About AI Tutor Effectiveness , Lecture notes in computer science (2026)
• The Transition From Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions , IEEE Transactions on Learning Technologies (2026)
• Adaptive Learning Curve Analytics with LLM-KC Identifiers for Knowledge Component Refinement , (2025)
• An Automated Approach to Recommending Relevant Worked Examples for Programming Problems , PROCEEDINGS OF THE 56TH ACM TECHNICAL SYMPOSIUM ON COMPUTER SCIENCE EDUCATION, SIGCSE TS 2025, VOL 1 (2025)
• Can two emails improve students’ persistence in computing? Evaluating the effects of a lightweight, scalable self-assessment intervention on career-relevant attitudes and behaviors , Computer Science Education (2025)