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Faculty of Mathematics

 

I am a Netwon International Fellow at the Cambridge Image Analysis group.

Research Interests:

  • Optimization
  • Inverse Problems
  • Machine Learning
  • Calculus of Variations

 

 

Publications

On the extremal points of the ball of the Benamou-Brenier energy
K Bredies, M Carioni, S Fanzon, F Romero
– Bulletin of the London Mathematical Society
(2021)
blms.12509
The oriented mailing problem and its convex relaxation
M Carioni, A Marchese, A Massaccesi, A Pluda, R Tione
– Nonlinear Analysis
(2020)
199,
112035
Calibrations for minimal networks in a covering space setting
M Carioni, A Pluda
– ESAIM - Control, Optimisation and Calculus of Variations
(2020)
26,
40
Sparsity of solutions for variational inverse problems with finite-dimensional data
K Bredies, M Carioni
– Calculus of Variations and Partial Differential Equations
(2019)
59,
14
On different notions of calibrations for minimal partitions and minimal networks in ℝ2
M Carioni, A Pluda
– Advances in Calculus of Variations
(2019)
14,
401
Sinkhorn autoencoders
G Patrini, S Bhargav, R van den Berg, M Welling, P Forré, T Genewein, M Carioni, F Nielsen
– 35th Conference on Uncertainty in Artificial Intelligence, UAI 2019
(2019)
Calibrations in families for minimal networks
M Carioni, A Pluda
– PAMM
(2018)
18,
A convex decomposition formula for the Mumford-Shah functional in dimension one
M Carioni
– Journal of Convex Analysis
(2018)
25,
Loss factorization, weakly supervised learning and label noise robustness
G Patrini, F Nielsen, R Nock, M Carioni
– 33rd International Conference on Machine Learning, ICML 2016
(2016)
2,
1102

Research Group

Cambridge Image Analysis

Room

F2.04

Telephone

01223 337889