Publications

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A Natural Lottery Ticket Winner: Reinforcement Learning with Ordinary Neural Circuits, Hasani, Ramin, Lechner Mathias, Amini Alexander, Rus Daniela, and Grosu Radu , Proceedings of the 37th International Conference on Machine Learning, 13–18 Jul, (2020)
A Network-based Cardiac Electrophysiology Simulator with Realistic Signal Generation and Response to Pacing Maneuvers, Iravanian, Shahriar, Uzelac Ilija, Kaboudian Abouzar, Langberg Jonathan, and Fenton Flavio , Computing in Cardiology, (2021)
Neural Flocking: MPC-based Supervised Learning of Flocking Controllers, Roy, Shouvik, Mehmood Usama, Grosu Radu, Smolka Scott A., Stoller Scott D., and Tiwari Ashish , (2020)
Neural Predictive Monitoring and a Comparison of Frequentist and Bayesian Approaches, Bortolussi, L., Cairoli F., Paoletti N., Smolka S. A., and Stoller S. D. , International Journal on Software Tools for Technology Transfer, 05/2021, (2021)
Neural Simplex Architecture, Phan, Dung T., Grosu Radu, Jansen Nils, Paoletti Nicola, Smolka Scott A., and Stoller Scott D. , (2020)
Neural State Classification for Hybrid Systems, Phan, Dung, Paoletti Nicola, Zhang Timothy, Grosu Radu, Smolka Scott A., and Stoller Scott D. , Proc.\ 16th International Symposium on Automated Technology for Verification and Analysis (ATVA 2018), (2018)  (528.72 KB)
Next-Generation Lagrangian Reachtubes, Gruenbacher, S., Cyranka J., Lechner M., Islam Md. A., Smolka S. A., and Grosu R. , Proceedings of CDC 2020, 59th IEEE Conference on Decision and Control, 12/2020, (2020)
A novel ICD morphology discriminator to improve discrimination between Ventricular and Supraventricular tachycardias, Abbas, H., Jang K.J., Liang J., Dixit S., and Mangharam R. , In Heart Rhythm Scientific Sessions, Chicago, 05/2017, (2017)  (77.23 KB)