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Research Interests:
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Biography
I received my bachelor’s degree in 2012 and my master’s degree in 2015 from the mathematics department at Universidad de los Andes, Colombia. In september 2017 I started my PhD at EPFL. As of september 2018, I am part of prof. Volkan Cevher’s LIONS lab .
Publications with LIONS
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Improving SAM Requires Rethinking its Optimization Formulation
2024. 41st International Conference on Machine Learning (ICML 2024), Vienna, Austria, July 21-27, 2024.Robust Training and Verification of Deep Neural Networks
Lausanne, EPFL, 2023.Adversarial Training Should Be Cast As a Non-Zero-Sum Game
2023
Finding Actual Descent Directions For Adversarial Training
2023. 11th International Conference on Learning Representations (ICLR), Kigali, Rwanda, May 1-5, 2023.Controlling the Complexity and Lipschitz Constant improves Polynomial Nets
2022. 10th International Conference on Learning Representations (ICLR), Virtual, April 25-29, 2022.Access map