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Ben Edwards

3 papers hereh-index 71.9k citations7 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2
  • last author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG3

identity via Semantic Scholar / OpenAlex

most citedDetecting Backdoor Attacks on Deep Neural Networks by Activation Clustering

228 citations · 274 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2018★ 228 cited

Detecting Backdoor Attacks on Deep Neural Networks by Activation Clustering

Bryant Chen, Wilka Carvalho, Nathalie Baracaldo +5

While machine learning (ML) models are being increasingly trusted to make decisions in different and varying areas, the safety of systems using such models has become an increasing…

cs.LG2018★ 15 cited

Adversarial Robustness Toolbox v1.0.0

Maria-Irina Nicolae, Mathieu Sinn, Minh Ngoc Tran +9

Adversarial Robustness Toolbox (ART) is a Python library supporting developers and researchers in defending Machine Learning models (Deep Neural Networks, Gradient Boosted Decision…

cs.LG2018★ 31 cited

Defending Against Machine Learning Model Stealing Attacks Using Deceptive Perturbations

Taesung Lee, Benjamin Edwards, Ian Molloy +1

Machine learning models are vulnerable to simple model stealing attacks if the adversary can obtain output labels for chosen inputs. To protect against these attacks, it has been p…

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