Francesco Orabona
Orcid: 0000-0001-8523-6845Affiliations:
- King Abdullah University of Science and Technology, Saudi Arabia
According to our database1,
Francesco Orabona
authored at least 115 papers
between 2005 and 2025.
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Bibliography
2025
Position: Machine Learning Conferences Should Establish a "Refutations and Critiques" Track.
CoRR, June, 2025
A Finite-Time Analysis of TD Learning with Linear Function Approximation without Projections nor Strong Convexity.
CoRR, June, 2025
CoRR, May, 2025
SquareχPO: Differentially Private and Robust χ<sup>2</sup>-Preference Optimization in Offline Direct Alignment.
CoRR, May, 2025
CoRR, May, 2025
A Unified Theoretical Analysis of Private and Robust Offline Alignment: from RLHF to DPO.
CoRR, May, 2025
CoRR, May, 2025
New Lower Bounds for Stochastic Non-Convex Optimization through Divergence Composition.
CoRR, February, 2025
ATA: Adaptive Task Allocation for Efficient Resource Management in Distributed Machine Learning.
CoRR, February, 2025
New Lower Bounds for Non-Convex Stochastic Optimization through Divergence Decomposition.
Proceedings of the Thirty Eighth Annual Conference on Learning Theory, 2025
Proceedings of the International Conference on Algorithmic Learning Theory, 2025
2024
Tight Concentrations and Confidence Sequences From the Regret of Universal Portfolio.
IEEE Trans. Inf. Theory, January, 2024
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
Towards Training Without Depth Limits: Batch Normalization Without Gradient Explosion.
Proceedings of the Twelfth International Conference on Learning Representations, 2024
Proceedings of the Thirty Seventh Annual Conference on Learning Theory, June 30, 2024
2023
Optimal Stochastic Non-smooth Non-convex Optimization through Online-to-Non-convex Conversion.
Proceedings of the International Conference on Machine Learning, 2023
Proceedings of the International Conference on Machine Learning, 2023
Proceedings of the Thirty Sixth Annual Conference on Learning Theory, 2023
2022
Trans. Mach. Learn. Res., 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the International Conference on Algorithmic Learning Theory, 29 March, 2022
Proceedings of the International Conference on Algorithmic Learning Theory, 29 March, 2022
Proceedings of the International Conference on Algorithmic Learning Theory, 29 March, 2022
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022
2021
CoRR, 2021
Minimax Optimal Quantile and Semi-Adversarial Regret via Root-Logarithmic Regularizers.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
A Second look at Exponential and Cosine Step Sizes: Simplicity, Adaptivity, and Performance.
Proceedings of the 38th International Conference on Machine Learning, 2021
Proceedings of the 38th International Conference on Machine Learning, 2021
2020
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
2019
IEEE Trans. Inf. Theory, 2019
CoRR, 2019
Kernel Truncated Randomized Ridge Regression: Optimal Rates and Low Noise Acceleration.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Surrogate Losses for Online Learning of Stepsizes in Stochastic Non-Convex Optimization.
Proceedings of the 36th International Conference on Machine Learning, 2019
Proceedings of the Conference on Learning Theory, 2019
Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019
2018
Proceedings of the Conference On Learning Theory, 2018
2017
CoRR, 2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Proceedings of the 34th International Conference on Machine Learning, 2017
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017
2016
Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016
Proceedings of the 2016 Workshop on Automatic Machine Learning, 2016
Proceedings of the 33nd International Conference on Machine Learning, 2016
Proceedings of the 29th Conference on Learning Theory, 2016
2015
A generalized online mirror descent with applications to classification and regression.
Mach. Learn., 2015
Optimal Non-Asymptotic Lower Bound on the Minimax Regret of Learning with Expert Advice.
CoRR, 2015
Proceedings of the Image Analysis and Processing - ICIAP 2015, 2015
The ABACOC Algorithm: A Novel Approach for Nonparametric Classification of Data Streams.
Proceedings of the 2015 IEEE International Conference on Data Mining, 2015
Proceedings of the Algorithmic Learning Theory - 26th International Conference, 2015
2014
IEEE Trans. Pattern Anal. Mach. Intell., 2014
J. Mach. Learn. Res., 2014
Simultaneous Model Selection and Optimization through Parameter-free Stochastic Learning.
Proceedings of the Advances in Neural Information Processing Systems 27: Annual Conference on Neural Information Processing Systems 2014, 2014
Proceedings of the 31th International Conference on Machine Learning, 2014
Unconstrained Online Linear Learning in Hilbert Spaces: Minimax Algorithms and Normal Approximations.
Proceedings of The 27th Conference on Learning Theory, 2014
2013
IEEE Trans. Robotics, 2013
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013
Proceedings of the 30th International Conference on Machine Learning, 2013
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013
Proceedings of the Asian Conference on Machine Learning, 2013
2012
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, 2012
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012
Proceedings of the British Machine Vision Conference, 2012
2011
Proceedings of the 28th International Conference on Machine Learning, 2011
Proceedings of the 28th International Conference on Machine Learning, 2011
2010
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010
Safety in numbers: Learning categories from few examples with multi model knowledge transfer.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2010
Proceedings of the ImageCLEF, Experimental Evaluation in Visual Information Retrieval, 2010
2009
You live, you learn, you forget: Continuous learning of visual places with a forgetting mechanism.
Proceedings of the 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2009
Proceedings of the 2009 IEEE International Conference on Robotics and Automation, 2009
Proceedings of the 26th Annual International Conference on Machine Learning, 2009
Proceedings of the Computer Vision, 2009
2008
Pattern Recognit. Lett., 2008
Proceedings of the Machine Learning, 2008
Proceedings of the Computer Vision, 2008
Proceedings of the Working Notes for CLEF 2008 Workshop co-located with the 12th European Conference on Digital Libraries (ECDL 2008) , 2008
Proceedings of the Evaluating Systems for Multilingual and Multimodal Information Access, 2008
2007
Proceedings of the Attention in Cognitive Systems. Theories and Systems from an Interdisciplinary Viewpoint, 2007
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007
Proceedings of the Working Notes for CLEF 2007 Workshop co-located with the 11th European Conference on Digital Libraries (ECDL 2007), 2007
Proceedings of the Advances in Multilingual and Multimodal Information Retrieval, 2007
Proceedings of the British Machine Vision Conference 2007, 2007
2006
Simulation and Assessment of Bioinspired Visual Processing System for Epi-retinal Prostheses.
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2006
2005
Proceedings of the 5th IEEE-RAS International Conference on Humanoid Robots, 2005
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2005
Proceedings of the CIRA 2005, 2005