145 citations · 237 across the 10 of their papers we have counts for
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cs.LG2025★ 1 cited
The Art of Misclassification: Too Many Classes, Not Enough Points
Mario Franco, Gerardo Febres, Nelson Fernández +1
Classification is a ubiquitous and fundamental problem in artificial intelligence and machine learning, with extensive efforts dedicated to developing more powerful classifiers and…
cs.LG2023★ 5 cited
SEEDS: Exponential SDE Solvers for Fast High-Quality Sampling from Diffusion Models
Martin Gonzalez, Nelson Fernandez, Thuy Tran +3
A potent class of generative models known as Diffusion Probabilistic Models (DPMs) has become prominent. A forward diffusion process adds gradually noise to data, while a model lea…
cs.LG2018★ 10 cited
Two-stream convolutional networks for end-to-end learning of self-driving cars
Nelson Fernandez
We propose a methodology to extend the concept of Two-Stream Convolutional Networks to perform end-to-end learning for self-driving cars with temporal cues. The system has the abil…