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Associate Professor at University College London (UCL) in machine learning, structured prediction and multitask learning, with experience in computer vision and robotics. Carlo Ciliberto was Lecturer

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Carlo Ciliberto - Lecturer in Machine Learning Carlo Ciliberto Publications Software Teaching Contacts CV Carlo Ciliberto Associate Professor in Machine Learning  University College London   NIPS 2017 Prova Autori slides Abstract bibtex Publications Distribution Regression with Sliced Wasserstein Kernels Dimitri Meunier, Massimiliano Pontil, Carlo Ciliberto ICML 2022 The problem of learning functions over spaces of probabilities - or distribution regression - is gaining significant interest in the machine learning community. A key challenge behind this problem is to identify a suitable representation capturing all relevant properties of the underlying functional mapping. A principled approach to distribution regression is provided by kernel mean embeddings, which lifts kernel-induced similarity on the input domain at the probability level. This strategy effectively tackles the two-stage sampling nature of the problem, enabli...

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