Scholar
Iñaki Esnaola
Google Scholar ID: zFMID7sAAAAJ
University of Sheffield
Citations & Impact
Citations
1,295
H-index
14
i10-index
21
Publications
20
Co-authors
0
Contact
Publications
Resume (English only)
Academic Achievements
- September 29, 2025: PhD student George Crowley has obtained new concentration inequalities for scaled self-bounding functions. [Preprint] August 10, 2025: PhD student Yaiza Bermudez will be presenting at GRETSI'25 a tutorial paper on the use of the Radon-Nikodym derivative in information theory. [Preprint French] [Preprint English] June 27, 2025: Our paper 'A Dual Optimization View to Empirical Risk Minimization with f-Divergence Regularization' has been accepted for presentation at IEEE Information Theory Workshop 2025. [Preprint] April 7, 2025: Our paper 'Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimization' has been accepted for publication in the IEEE Transactions on Information Theory. [Preprint] April 3, 2025: Our paper 'Compressive Sensing with Augmented Measurements via Generative Self-Distillation' has been accepted for presentation at SSP 2025. [Preprint] March 29, 2025: I will be giving a talk in the Information Theory and Tapas Workshop held at Universidad Carlos III Madrid on our recent work studying out-of-distribution geneneralization and robust regularization for machine learning algorithms. [Details] January 27, 2025: I will be giving a talk in the UCL Machine Learning MSc Seminar about our work on information resilience on cyberphysical systems. [Details] December 17, 2025: Jointly with Henry Arguello we have organized a special session on 'Computational Imaging' for SSP 2025 to be held in Edinburgh during June 8-11 2025. October 28, 2024: Our paper 'Information-Theoretic Sensor Placement for Large Sewer Networks' has been accepted for publication in Water Research.
Research Experience
- Senior Lecturer (Associate Professor) at the School of Electrical and Electronic Engineering, University of Sheffield; Visiting Research Collaborator at the Department of Electrical and Computer Engineering, Princeton University.
Background
- Research interests include: Information theory and data science, Machine learning and high-dimensional statistics, Cybersecurity, Detection and mitigation of data integrity attacks, Privacy and confidentiality, Information processes on cyberphysical systems, Robust estimation with imperfect information, Optimal sensor placement problems.
Co-authors