1. F. Dörfler, J. Coulson, and I. Markovsky. Bridging direct & indirect data-driven control formulations via regularizations and relaxations. IEEE Transactions on Automatic Control, 68(2):883-897, January 2023. Keyword(s): Behavioral Systems Theory, Data-Driven Control, Bilevel Optimization. [bibtex-entry]



2. G. Panagiotis, G. Belgioioso, C. Cenedese, M. Fochesato, J. Lygeros, and F Dörfler. BIG Hype: Best Intervention in Games via Distributed Hypergradient Descent. 2023. Note: In press. DOI: 10.1109/TAC.2024.3410890. Keyword(s): Online optimization, Bilevel Optimization. [bibtex-entry]



3. M. Picallo, S. Bolognani, and F. Dörfler. Predictive-sensitivity: Beyond Singular Perturbation for Control Design on Multiple Time Scales. IEEE Transactions on Automatic Control, 68(4):2309-2324, April 2023. Keyword(s): Bilevel Optimization, Online Optimization. [bibtex-entry]



4. I. Markovsky and F. Dörfler. Behavioral systems theory in data-driven analysis, signal processing, and control. Annual Reviews in Control, 52:42-64, 2021. Keyword(s): Behavioral Systems Theory, Data-Driven Control, Bilevel Optimization, System Identification. [bibtex-entry]

1. P. Grontas, C. Cenedese, M. Fochesato, G. Belgioioso, J. Lygeros, and F. Dörfler. Designing Optimal Personalized Incentive for Traffic Routing using BIG Hype algorithm. In Proceedings of the 62nd IEEE Conference on Decision and Control, pages 3142-3147, December 2023. Keyword(s): Online Optimization, Transportation, Bilevel Optimization. [bibtex-entry]

1. P. Grontas, C. Cenedese, M. Fochesato, G. Belgioioso, J. Lygeros, and F. Dörfler. Designing Optimal Personalized Incentive for Traffic Routing using BIG Hype algorithm, April 2023. Note: Available at https://arxiv.org/abs/2304.12004. Keyword(s): Online Optimization, Transportation, Bilevel Optimization. [bibtex-entry]



2. G. Panagiotis, G. Belgioioso, C. Cenedese, M. Fochesato, J. Lygeros, and F Dörfler. BIG Hype: Best Intervention in Games via Distributed Hypergradient Descent, March 2023. Note: Available at https://arxiv.org/abs/2303.01101. Keyword(s): Online optimization, Bilevel Optimization. [bibtex-entry]



3. F. Dörfler, J. Coulson, and I. Markovsky. Bridging direct & indirect data-driven control formulations via regularizations and relaxations, January 2021. Note: Available at https://arxiv.org/abs/2101.01273. Keyword(s): Behavioral Systems Theory, Data-Driven Control, Bilevel Optimization. [bibtex-entry]



4. I. Markovsky and F. Dörfler. Behavioral systems theory in data-driven analysis, signal processing, and control, July 2021. Note: Available at http://homepages.vub.ac.be/ imarkovs/publications/overview-ddctr.pdf. Keyword(s): Behavioral Systems Theory, Data-Driven Control, Bilevel Optimization. [bibtex-entry]



5. M. Picallo, S. Bolognani, and F. Dörfler. Predictive-sensitivity: Beyond Singular Perturbation for Control Design on Multiple Time Scales, January 2021. Note: Available at https://arxiv.org/abs/2101.04367. Keyword(s): Bilevel Optimization, Online Optimization. [bibtex-entry]

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