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Ivan F Rodriguez Rodriguez

3 accepted papers

2024

RTify: Aligning Deep Neural Networks with Human Behavioral Decisions

NeurIPS 2024poster

Current neural network models of primate vision focus on replicating overall levels of behavioral accuracy, often neglecting perceptual decisions' rich, dynamic nature. Here, we introduce a novel computational framework to model the dynamics of human behavioral choices by learning to align the tempo…

2023

Performance-optimized deep neural networks are evolving into worse models of inferotemporal visual cortex

NeurIPS 2023poster

One of the most impactful findings in computational neuroscience over the past decade is that the object recognition accuracy of deep neural networks (DNNs) correlates with their ability to predict neural responses to natural images in the inferotemporal (IT) cortex. This discovery supported the lon…

Cited by 26SourcePDFScholar
2022

Harmonizing the object recognition strategies of deep neural networks with humans

NeurIPS 2022accept

The many successes of deep neural networks (DNNs) over the past decade have largely been driven by computational scale rather than insights from biological intelligence. Here, we explore if these trends have also carried concomitant improvements in explaining the visual strategies humans rely on for…