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CircuTutor is presented, a circuit-state-driven intelligent tutoring system that transforms static textbook circuit problems into an interactive tutoring workflow and demonstrates how simulated circuit states can be transformed into intelligent and interactive tutoring for circuit education, with the potential to gener...
FracEvent, an event simulator that models this pixel-level lifecycle with fractional-relaxation voltage dynamics, improves the temporal structure of generated events and achieves stronger downstream-transfer results than competing simulator baselines, showing its practical value for event-camera simulation.
Results show that LivePhys significantly outperforms general-purpose multimodal models in simulation executability, spatial accuracy, and interaction fidelity, and a user study demonstrates that interacting with LivePhys-generated simulations reduces learners' perceived cognitive load compared to static textbook materi...
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