Momentum-based variance reduction in non-convex SGD A Cutkosky, F Orabona Advances in neural information processing systems 32, 2019 | 375 | 2019 |
A modern introduction to online learning F Orabona arXiv preprint arXiv:1912.13213, 2019 | 350 | 2019 |
On the convergence of stochastic gradient descent with adaptive stepsizes X Li, F Orabona The 22nd international conference on artificial intelligence and statistics …, 2019 | 316 | 2019 |
Safety in numbers: Learning categories from few examples with multi model knowledge transfer T Tommasi, F Orabona, B Caputo 2010 IEEE Computer Society Conference on Computer Vision and Pattern …, 2010 | 283 | 2010 |
Stability and hypothesis transfer learning I Kuzborskij, F Orabona International Conference on Machine Learning (ICML), 942-950, 2013 | 199 | 2013 |
Learning from candidate labeling sets J Luo, F Orabona NIPS Foundation-Advances in Neural Information Processing Systems 23 (NIPS10), 2010 | 195 | 2010 |
Learning categories from few examples with multi model knowledge transfer T Tommasi, F Orabona, B Caputo IEEE Transactions on Pattern Analysis and Machine Intelligence 36 (5), 928-941, 2014 | 187 | 2014 |
Object-based visual attention: a model for a behaving robot F Orabona, G Metta, G Sandini 2005 IEEE Computer Society Conference on Computer Vision and Pattern …, 2005 | 169 | 2005 |
From n to n+1: Multiclass transfer incremental learning I Kuzborskij, F Orabona, B Caputo Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2013 | 168 | 2013 |
Coin betting and parameter-free online learning F Orabona, D Pál Advances in Neural Information Processing Systems 29, 2016 | 161 | 2016 |
The Projectron: a bounded kernel-based Perceptron F Orabona, J Keshet, B Caputo International Conference on Machine Learning (ICML), 720-727, 2008 | 147 | 2008 |
Black-box reductions for parameter-free online learning in Banach spaces A Cutkosky, F Orabona Conference On Learning Theory, 1493-1529, 2018 | 134 | 2018 |
Model adaptation with least-squares SVM for adaptive hand prosthetics F Orabona, C Castellini, B Caputo, AE Fiorilla, G Sandini Robotics and Automation, 2009. ICRA'09. IEEE International Conference on …, 2009 | 132 | 2009 |
Bounded Kernel-Based Online Learning F Orabona, J Keshet, B Caputo Journal of Machine Learning Research 10 (11), 2009 | 126 | 2009 |
Discriminative cue integration for medical image annotation T Tommasi, F Orabona, B Caputo Pattern Recognition Letters 29 (15), 1996-2002, 2008 | 120 | 2008 |
Improving control of dexterous hand prostheses using adaptive learning T Tommasi, F Orabona, C Castellini, B Caputo IEEE Transactions on Robotics 29 (1), 207-219, 2013 | 112 | 2013 |
Training deep networks without learning rates through coin betting F Orabona, T Tommasi Advances in Neural Information Processing Systems 30, 2017 | 110 | 2017 |
Scale-free online learning F Orabona, D Pál Theoretical Computer Science 716, 50-69, 2018 | 106 | 2018 |
Simultaneous model selection and optimization through parameter-free stochastic learning F Orabona Advances in Neural Information Processing Systems 27, 2014 | 105 | 2014 |
A generalized online mirror descent with applications to classification and regression F Orabona, K Crammer, N Cesa-Bianchi Machine Learning 99, 411-435, 2015 | 99 | 2015 |