Search Results - "Ahmad, Tamim El"

Deep Sketched Output Kernel Regression for Structured Prediction by Ahmad, Tamim El, Yang, Junjie, Laforgue, Pierre, d'Alché-Buc, Florence

“…By leveraging the kernel trick in the output space, kernel-induced losses provide a principled way to define structured output prediction tasks for a wide…”
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Fast Kernel Methods for Generic Lipschitz Losses via $p$-Sparsified Sketches by Ahmad, Tamim El, Laforgue, Pierre, d'Alché-Buc, Florence

“…Transactions on Machine Learning Research (2023) Kernel methods are learning algorithms that enjoy solid theoretical foundations while suffering from important…”
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Sketch In, Sketch Out: Accelerating both Learning and Inference for Structured Prediction with Kernels by Ahmad, Tamim El, Brogat-Motte, Luc, Laforgue, Pierre, d'Alché-Buc, Florence

“…Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR 238:109-117, 2024 Leveraging the kernel trick in both the…”
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