3 papers
eess.SY2026
Learning Safe-by-Design Neural Network Controllers
Yang Zhao, Jungeun Lee, Jeong hwan Jeon +1
Safety filters constructed from control barrier functions (CBFs) are commonly appended to pre-trained neural network controllers to enforce safety requirements. However, this decou…
cs.LG2026
CAffNet: Hard Constraint-Affine Neural Networks
Yang Zhao, Jungeun Lee, Jeong hwan Jeon +1
We present a novel framework for embedding hard constraint satisfaction into neural network (NN) architectures, specifically feedforward neural networks and transformers, with inpu…
cs.CR2025
Quantum Computing and Cybersecurity Education: A Novel Curriculum for Enhancing Graduate STEM Learning
Suryansh Upadhyay, Koustubh Phalak, Jungeun Lee +2
Quantum computing is an emerging paradigm with the potential to transform numerous application areas by addressing problems considered intractable in the classical domain. However,…