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20212023
most citedAdversarially trained neural representations may already be as robust as corresponding biological neural representations

19 citations · 27 across the 4 of their papers we have counts for

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2 papers · 1 filter

q-bio.NC2021★ 6 cited

Neural Population Geometry Reveals the Role of Stochasticity in Robust Perception

Joel Dapello, Jenelle Feather, Hang Le +5

Adversarial examples are often cited by neuroscientists and machine learning researchers as an example of how computational models diverge from biological sensory systems. Recent w…

eess.IV2021

Combining Different V1 Brain Model Variants to Improve Robustness to Image Corruptions in CNNs

Avinash Baidya, Joel Dapello, James J. DiCarlo +1

While some convolutional neural networks (CNNs) have surpassed human visual abilities in object classification, they often struggle to recognize objects in images corrupted with di…