Nicola Franco

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 10

Top Topics

Quantum Computing

Literature Review

Robust Statistics

Noise Reduction

Top Venues

AISafety/SafeRL@IJCAI

Publications

Nicola Franco, Marie Kempkes, Jakob Spiegelberg, Jeanette Miriam Lorenz
Quadratic Advantage with Quantum Randomized Smoothing Applied to Time-Series Analysis. CoRR (2024)
David Winderl, Nicola Franco, Jeanette Miriam Lorenz
Constructing Optimal Noise Channels for Enhanced Robustness in Quantum Machine Learning. CoRR (2024)
Nicola Franco, Alona Sakhnenko, Leon Stolpmann, Daniel Thuerck, Fabian Petsch, Annika Rüll, Jeanette Miriam Lorenz
Predominant Aspects on Security for Quantum Machine Learning: Literature Review. CoRR (2024)
Nicola Franco, Daniel Korth, Jeanette Miriam Lorenz, Karsten Roscher, Stephan Günnemann
Diffusion Denoised Smoothing for Certified and Adversarial Robust Out-Of-Distribution Detection. CoRR (2023)
Nicola Franco, Daniel Korth, Jeanette Miriam Lorenz, Karsten Roscher, Stephan Günnemann
Diffusion Denoised Smoothing for Certified and Adversarial Robust Out Of Distribution. AISafety/SafeRL@IJCAI (2023)
Nicola Franco, Tom Wollschläger, Benedikt Poggel, Stephan Günnemann, Jeanette Miriam Lorenz
Efficient MILP Decomposition in Quantum Computing for ReLU Network Robustness. QCE (2023)
David Winderl, Nicola Franco, Jeanette Miriam Lorenz
Quantum Neural Networks under Depolarization Noise: Exploring White-Box Attacks and Defenses. CoRR (2023)
Nicola Franco, Tom Wollschläger, Benedikt Poggel, Stephan Günnemann, Jeanette Miriam Lorenz
Efficient MILP Decomposition in Quantum Computing for ReLU Network Robustness. CoRR (2023)
Nicola Franco, Tom Wollschläger, Nicholas Gao, Jeanette Miriam Lorenz, Stephan Günnemann
Quantum Robustness Verification: A Hybrid Quantum-Classical Neural Network Certification Algorithm. QCE (2022)
Nicola Franco, Hoai My Van, Marc Dreiser, Gereon Weiss
Towards a Self-Adaptive Architecture for Federated Learning of Industrial Automation Systems. SEAMS@ICSE (2021)