IIT Publications Search

2021
Pasteris S., Herbster M., Vitale F., Pontil M.
A Gang of Adversarial Bandits
Advances in Neural Information Processing Systems 35 (NeurIPS 2021)
2021
Cella L., Pontil M., Gentile C.
Best Model Identification: A Rested Bandit Formulation
International Conference on Machine Learning, vol. 139, pp. 1362-1372
2021
Maurer M., Pontil M.
Concentration inequalities under sub-Gaussian and sub-exponential conditions
Advances in Neural Information Processing Systems 35 (NeurIPS 2021)
2021
Grazzi R., Salzo S., Pontil M.
Convergence Properties of Stochastic Hypergradients
The 24th International Conference on Artificial Intelligence and Statistics
2021
Gouk H., Hospedales T. M., Pontil M.
Distance-Based Regularisation of Deep Networks for Fine-Tuning
International Conference on Learning Representations
2021
Akhavan A., Pontil M., Tsybakov A. B.
Distributed Zero-Order Optimization under Adversarial Noise
Neural Information Processing Systems
2021
Cavallo A., Romeo L., Ansuini C., Battaglia F., Nobili L., Pontil M., Panzeri S., Becchio C.
Identifying the signature of prospective motor control in children with autism
Scientific Reports, vol. 11, (no. 1)
2021
Niepert M., Minervini P., Franceschi L.
Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions
Advances in Neural Information Processing Systems 35 (NeurIPS 2021)
2021
Cella L., Pontil M.
Multi-Task and Meta-Learning with Sparse Linear Bandits
The Conference on Uncertainty in Artificial Intelligence
2021
Maurer A., Parletta D.A., Paudice A., Pontil M.
Robust Unsupervised Learning via L-statistic Minimization
International Conference on Machine Learning 2021 (ICML 2021)
2021
Wang R., Pontil M., Ciliberto C.
The Role of Global Labels in Few-Shot Classification and How to Infer Them
Advances in Neural Information Processing Systems 35 (NeurIPS 2021)
2020
Maurer A., Pontil M.
Estimating weighted areas under the ROC curve
Advances in Neural Information Processing Systems, vol. 2020-December
2020
Akhavan A., Pontil M., Tsybakov A.B.
Exploiting higher order smoothness in derivative-free optimization and continuous bandits
Advances in Neural Information Processing Systems, vol. 2020-December
2020
Akhavan A., Pontil M., Tsybakov A.
Exploiting Higher Order Smoothness in Derivative-free Optimization and Continuous Bandits
Neural Information Processing Systems (NIPS)