Marlon Tobaben

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 10

Top Topics

Differentially Private

Top Venues

J. Open Source Softw.

Trans. Mach. Learn. Res.

Publications

Ossi Räisä, Stratis Markou, Matthew Ashman, Wessel P. Bruinsma, Marlon Tobaben, Antti Honkela, Richard E. Turner
Noise-Aware Differentially Private Regression via Meta-Learning. CoRR (2024)
Marlon Tobaben, Gauri Pradhan, Yuan He, Joonas Jälkö, Antti Honkela
Understanding Practical Membership Privacy of Deep Learning. CoRR (2024)
Sebastian Rodriguez Beltran, Marlon Tobaben, Niki A. Loppi, Antti Honkela
Towards Efficient and Scalable Training of Differentially Private Deep Learning. CoRR (2024)
Bobby Huggins, Chengkun Li, Marlon Tobaben, Mikko J. Aarnos, Luigi Acerbi
PyVBMC: Efficient Bayesian inference in Python. CoRR (2023)
Rubèn Tito, Khanh Nguyen, Marlon Tobaben, Raouf Kerkouche, Mohamed Ali Souibgui, Kangsoo Jung, Lei Kang, Ernest Valveny, Antti Honkela, Mario Fritz, Dimosthenis Karatzas
Privacy-Aware Document Visual Question Answering. CoRR (2023)
Marlon Tobaben, Aliaksandra Shysheya, John Bronskill, Andrew Paverd, Shruti Tople, Santiago Zanella Béguelin, Richard E. Turner, Antti Honkela
On the Efficacy of Differentially Private Few-shot Image Classification. Trans. Mach. Learn. Res. 2023 (2023)
Antti Koskela, Marlon Tobaben, Antti Honkela
Individual Privacy Accounting with Gaussian Differential Privacy. ICLR (2023)
Marlon Tobaben, Aliaksandra Shysheya, John Bronskill, Andrew Paverd, Shruti Tople, Santiago Zanella Béguelin, Richard E. Turner, Antti Honkela
On the Efficacy of Differentially Private Few-shot Image Classification. CoRR (2023)
Bobby Huggins, Chengkun Li, Marlon Tobaben, Mikko J. Aarnos, Luigi Acerbi
PyVBMC: Efficient Bayesian inference in Python. J. Open Source Softw. 8 (87) (2023)
Antti Koskela, Marlon Tobaben, Antti Honkela
Individual Privacy Accounting with Gaussian Differential Privacy. CoRR (2022)